In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x2378458abe0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x23784638ef0>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
D:\Development\Anaconda\envs\dog-windows-gpu\lib\site-packages\h5py\__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`. from ._conv import register_converters as _register_converters
TensorFlow Version: 1.7.0 Default GPU Device: /device:GPU:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return inputs_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0 # RELU
dropout_rate = 0.1
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 32, 5, strides = 2, padding='same')
relu1 = tf.maximum(alpha*x1, x1)
#14x14x32
x2 = tf.layers.conv2d(relu1, 64, 5, strides = 2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha*bn2, bn2)
#7x7x64
x3 = tf.layers.conv2d(relu2, 128, 5, strides = 1, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha*bn3, bn3)
#7x7x128
flat = tf.reshape(relu3, (-1, 7*7*128))
flat_with_dropout = tf.layers.dropout(flat,dropout_rate)
logits = tf.layers.dense(flat_with_dropout,1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.2 #Leaky RELU factor
with tf.variable_scope('generator', reuse=not is_train):
x1 = tf.layers.dense(z, z.shape[1])
#Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7,7,128))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha*x1, x1 )#Leaky RELU
#128
x2 = tf.layers.conv2d_transpose(x1, 64, 5, strides=1, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha*x2, x2)#Leaky RELU
#64
x3 = tf.layers.conv2d_transpose(x2, 32, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha*x3, x3)#Leaky RELU
#32
#Output layer , 28x28x3
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
#Label Smoothing factor - To prevent discriminator from being too strong
smooth = 0.1
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*(1 - smooth)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def scale(x, feature_range=(-1, 1)):
# scale to (0, 1)
x = ((x - x.min())/(255 - x.min()))
# scale to feature_range
min, max = feature_range
x = x * (max - min) + min
return x
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
print_every = 10
show_every=100
steps = 0
inputs_real, inputs_z, learning_rate_var = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(inputs_real, inputs_z, data_shape[3])
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
config = tf.ConfigProto()
config.gpu_options.allocator_type = 'BFC'
#config.gpu_options.allow_growth = True
config.gpu_options.per_process_gpu_memory_fraction = 0.9 # This is to make sure that the GPU does not run out of Memory.
with tf.Session(config=config) as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
#batch_images = scale(batch_images) #Scale images between -1 to 1 to match tanh input from generator. Commented this as it was resulting in bad images
steps += 1
# TODO: Train Model
# Run optimizers
batch_z = np.random.normal(0, 1, size=(batch_size, z_dim))
_ = sess.run(d_train_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
_ = sess.run(g_train_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
if steps % print_every == 0:
train_loss_d = d_loss.eval({inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
train_loss_g = g_loss.eval({inputs_real: batch_images, inputs_z: batch_z, learning_rate_var: learning_rate})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, 25, inputs_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 6272
learning_rate = 0.0002
beta1 = 0.1 # AS per review, optimal value is between 0.1 and 0.3 for good results
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 2.1024... Generator Loss: 0.2198 Epoch 1/2... Discriminator Loss: 1.5175... Generator Loss: 0.4695 Epoch 1/2... Discriminator Loss: 1.2716... Generator Loss: 0.6739 Epoch 1/2... Discriminator Loss: 2.3192... Generator Loss: 0.1880 Epoch 1/2... Discriminator Loss: 2.4522... Generator Loss: 0.1569 Epoch 1/2... Discriminator Loss: 1.5848... Generator Loss: 0.5669 Epoch 1/2... Discriminator Loss: 3.9107... Generator Loss: 0.0365 Epoch 1/2... Discriminator Loss: 1.4119... Generator Loss: 0.6383 Epoch 1/2... Discriminator Loss: 2.6375... Generator Loss: 0.1274 Epoch 1/2... Discriminator Loss: 1.2823... Generator Loss: 0.6269
Epoch 1/2... Discriminator Loss: 2.1078... Generator Loss: 0.2194 Epoch 1/2... Discriminator Loss: 2.5783... Generator Loss: 0.1251 Epoch 1/2... Discriminator Loss: 1.4670... Generator Loss: 0.4260 Epoch 1/2... Discriminator Loss: 0.8208... Generator Loss: 1.2991 Epoch 1/2... Discriminator Loss: 3.0608... Generator Loss: 0.0772 Epoch 1/2... Discriminator Loss: 2.3659... Generator Loss: 0.1568 Epoch 1/2... Discriminator Loss: 1.0533... Generator Loss: 0.9834 Epoch 1/2... Discriminator Loss: 3.3106... Generator Loss: 0.0653 Epoch 1/2... Discriminator Loss: 2.9405... Generator Loss: 0.1534 Epoch 1/2... Discriminator Loss: 1.8566... Generator Loss: 1.1870
Epoch 1/2... Discriminator Loss: 3.5780... Generator Loss: 0.0506 Epoch 1/2... Discriminator Loss: 2.1090... Generator Loss: 0.2336 Epoch 1/2... Discriminator Loss: 1.8535... Generator Loss: 0.3095 Epoch 1/2... Discriminator Loss: 1.2753... Generator Loss: 0.8038 Epoch 1/2... Discriminator Loss: 1.3615... Generator Loss: 0.6025 Epoch 1/2... Discriminator Loss: 1.1932... Generator Loss: 1.0226 Epoch 1/2... Discriminator Loss: 0.6954... Generator Loss: 1.6479 Epoch 1/2... Discriminator Loss: 1.4227... Generator Loss: 1.8983 Epoch 1/2... Discriminator Loss: 0.9711... Generator Loss: 1.2930 Epoch 1/2... Discriminator Loss: 1.0481... Generator Loss: 1.0154
Epoch 1/2... Discriminator Loss: 0.9155... Generator Loss: 1.1848 Epoch 1/2... Discriminator Loss: 1.3866... Generator Loss: 0.6242 Epoch 1/2... Discriminator Loss: 1.2498... Generator Loss: 0.6885 Epoch 1/2... Discriminator Loss: 1.1743... Generator Loss: 0.8942 Epoch 1/2... Discriminator Loss: 1.9527... Generator Loss: 0.3095 Epoch 1/2... Discriminator Loss: 1.2335... Generator Loss: 0.7014 Epoch 1/2... Discriminator Loss: 1.9254... Generator Loss: 0.2940 Epoch 1/2... Discriminator Loss: 1.9367... Generator Loss: 0.3496 Epoch 1/2... Discriminator Loss: 0.7883... Generator Loss: 1.2623 Epoch 1/2... Discriminator Loss: 1.1298... Generator Loss: 0.7123
Epoch 1/2... Discriminator Loss: 2.8441... Generator Loss: 0.1601 Epoch 1/2... Discriminator Loss: 0.9876... Generator Loss: 0.9338 Epoch 1/2... Discriminator Loss: 1.6571... Generator Loss: 0.4198 Epoch 1/2... Discriminator Loss: 1.2659... Generator Loss: 0.6460 Epoch 1/2... Discriminator Loss: 0.8050... Generator Loss: 1.2337 Epoch 1/2... Discriminator Loss: 0.6970... Generator Loss: 1.3307 Epoch 1/2... Discriminator Loss: 1.2447... Generator Loss: 0.6885 Epoch 1/2... Discriminator Loss: 0.6812... Generator Loss: 1.8139 Epoch 1/2... Discriminator Loss: 2.3575... Generator Loss: 0.2290 Epoch 1/2... Discriminator Loss: 1.3631... Generator Loss: 0.6944
Epoch 1/2... Discriminator Loss: 0.9051... Generator Loss: 1.0248 Epoch 1/2... Discriminator Loss: 1.2847... Generator Loss: 0.6854 Epoch 1/2... Discriminator Loss: 1.1889... Generator Loss: 0.7854 Epoch 1/2... Discriminator Loss: 0.7581... Generator Loss: 1.5189 Epoch 1/2... Discriminator Loss: 0.7159... Generator Loss: 1.4230 Epoch 1/2... Discriminator Loss: 0.8468... Generator Loss: 1.0373 Epoch 1/2... Discriminator Loss: 0.7659... Generator Loss: 1.3036 Epoch 1/2... Discriminator Loss: 0.9524... Generator Loss: 0.9550 Epoch 1/2... Discriminator Loss: 0.7081... Generator Loss: 1.6391 Epoch 1/2... Discriminator Loss: 0.6715... Generator Loss: 2.1343
Epoch 1/2... Discriminator Loss: 0.6913... Generator Loss: 1.4339 Epoch 1/2... Discriminator Loss: 0.7207... Generator Loss: 1.6424 Epoch 1/2... Discriminator Loss: 0.7698... Generator Loss: 1.5515 Epoch 1/2... Discriminator Loss: 1.1077... Generator Loss: 0.7269 Epoch 1/2... Discriminator Loss: 1.0613... Generator Loss: 0.8271 Epoch 1/2... Discriminator Loss: 1.4280... Generator Loss: 0.6735 Epoch 1/2... Discriminator Loss: 1.0662... Generator Loss: 0.8558 Epoch 1/2... Discriminator Loss: 1.6137... Generator Loss: 0.5738 Epoch 1/2... Discriminator Loss: 1.9849... Generator Loss: 0.2915 Epoch 1/2... Discriminator Loss: 0.7328... Generator Loss: 1.3233
Epoch 1/2... Discriminator Loss: 0.8120... Generator Loss: 1.2011 Epoch 1/2... Discriminator Loss: 0.9322... Generator Loss: 1.1330 Epoch 1/2... Discriminator Loss: 0.6375... Generator Loss: 1.5504 Epoch 1/2... Discriminator Loss: 0.8198... Generator Loss: 1.1615 Epoch 1/2... Discriminator Loss: 0.7816... Generator Loss: 3.4389 Epoch 1/2... Discriminator Loss: 0.8266... Generator Loss: 1.0727 Epoch 1/2... Discriminator Loss: 0.5785... Generator Loss: 2.1341 Epoch 1/2... Discriminator Loss: 0.7105... Generator Loss: 1.4014 Epoch 1/2... Discriminator Loss: 0.8464... Generator Loss: 1.2733 Epoch 1/2... Discriminator Loss: 0.5616... Generator Loss: 1.8185
Epoch 1/2... Discriminator Loss: 0.5590... Generator Loss: 2.0826 Epoch 1/2... Discriminator Loss: 0.6964... Generator Loss: 3.3680 Epoch 1/2... Discriminator Loss: 0.5264... Generator Loss: 2.1821 Epoch 1/2... Discriminator Loss: 4.3745... Generator Loss: 0.0348 Epoch 1/2... Discriminator Loss: 0.9967... Generator Loss: 0.8799 Epoch 1/2... Discriminator Loss: 0.6648... Generator Loss: 3.6419 Epoch 1/2... Discriminator Loss: 0.5546... Generator Loss: 2.5779 Epoch 1/2... Discriminator Loss: 0.5668... Generator Loss: 2.0540 Epoch 1/2... Discriminator Loss: 0.4649... Generator Loss: 2.3491 Epoch 1/2... Discriminator Loss: 0.5162... Generator Loss: 2.5768
Epoch 1/2... Discriminator Loss: 0.5129... Generator Loss: 2.5867 Epoch 1/2... Discriminator Loss: 1.2860... Generator Loss: 0.8641 Epoch 1/2... Discriminator Loss: 0.4109... Generator Loss: 3.1209 Epoch 1/2... Discriminator Loss: 0.3622... Generator Loss: 4.6959 Epoch 1/2... Discriminator Loss: 0.5245... Generator Loss: 2.3533 Epoch 1/2... Discriminator Loss: 0.4706... Generator Loss: 2.8002 Epoch 1/2... Discriminator Loss: 0.3730... Generator Loss: 3.8006 Epoch 1/2... Discriminator Loss: 0.5126... Generator Loss: 2.3143 Epoch 1/2... Discriminator Loss: 0.4874... Generator Loss: 2.6855 Epoch 1/2... Discriminator Loss: 0.3723... Generator Loss: 4.0798
Epoch 1/2... Discriminator Loss: 0.3746... Generator Loss: 4.0734 Epoch 1/2... Discriminator Loss: 0.3888... Generator Loss: 3.6720 Epoch 1/2... Discriminator Loss: 0.3789... Generator Loss: 4.1086 Epoch 1/2... Discriminator Loss: 0.3734... Generator Loss: 5.1717 Epoch 1/2... Discriminator Loss: 0.3610... Generator Loss: 4.6666 Epoch 1/2... Discriminator Loss: 0.4100... Generator Loss: 3.8172 Epoch 1/2... Discriminator Loss: 0.3515... Generator Loss: 4.6039 Epoch 1/2... Discriminator Loss: 0.3721... Generator Loss: 4.4225 Epoch 1/2... Discriminator Loss: 0.3488... Generator Loss: 4.6594 Epoch 1/2... Discriminator Loss: 0.3833... Generator Loss: 4.8347
Epoch 1/2... Discriminator Loss: 0.3754... Generator Loss: 4.9751 Epoch 1/2... Discriminator Loss: 0.4492... Generator Loss: 3.0401 Epoch 1/2... Discriminator Loss: 0.3567... Generator Loss: 4.6285 Epoch 1/2... Discriminator Loss: 0.3607... Generator Loss: 4.5275 Epoch 1/2... Discriminator Loss: 0.3423... Generator Loss: 5.0659 Epoch 1/2... Discriminator Loss: 0.3431... Generator Loss: 5.3717 Epoch 1/2... Discriminator Loss: 0.3517... Generator Loss: 5.6232 Epoch 1/2... Discriminator Loss: 0.3589... Generator Loss: 4.1224 Epoch 1/2... Discriminator Loss: 0.5078... Generator Loss: 2.8442 Epoch 1/2... Discriminator Loss: 0.4200... Generator Loss: 3.2230
Epoch 1/2... Discriminator Loss: 0.3629... Generator Loss: 4.9232 Epoch 1/2... Discriminator Loss: 0.3548... Generator Loss: 4.5596 Epoch 1/2... Discriminator Loss: 0.3384... Generator Loss: 5.1657 Epoch 1/2... Discriminator Loss: 0.3508... Generator Loss: 4.9318 Epoch 1/2... Discriminator Loss: 0.3426... Generator Loss: 4.8960 Epoch 1/2... Discriminator Loss: 0.3434... Generator Loss: 4.9631 Epoch 1/2... Discriminator Loss: 0.4378... Generator Loss: 2.9460 Epoch 1/2... Discriminator Loss: 1.1482... Generator Loss: 6.8105 Epoch 1/2... Discriminator Loss: 0.5130... Generator Loss: 2.2332 Epoch 1/2... Discriminator Loss: 0.6766... Generator Loss: 1.5005
Epoch 1/2... Discriminator Loss: 0.4843... Generator Loss: 2.2953 Epoch 1/2... Discriminator Loss: 0.4587... Generator Loss: 2.5806 Epoch 1/2... Discriminator Loss: 0.4759... Generator Loss: 2.5176 Epoch 1/2... Discriminator Loss: 0.3790... Generator Loss: 3.9667 Epoch 1/2... Discriminator Loss: 0.4143... Generator Loss: 3.3397 Epoch 1/2... Discriminator Loss: 0.3539... Generator Loss: 4.3687 Epoch 1/2... Discriminator Loss: 0.3583... Generator Loss: 4.3024 Epoch 1/2... Discriminator Loss: 0.4095... Generator Loss: 3.1279 Epoch 1/2... Discriminator Loss: 0.3700... Generator Loss: 4.8027 Epoch 1/2... Discriminator Loss: 0.3448... Generator Loss: 4.7806
Epoch 1/2... Discriminator Loss: 0.3484... Generator Loss: 4.8211 Epoch 1/2... Discriminator Loss: 0.3470... Generator Loss: 4.8693 Epoch 1/2... Discriminator Loss: 0.3513... Generator Loss: 4.5158 Epoch 1/2... Discriminator Loss: 0.3515... Generator Loss: 4.3034 Epoch 1/2... Discriminator Loss: 0.3668... Generator Loss: 4.9584 Epoch 1/2... Discriminator Loss: 0.3409... Generator Loss: 5.1778 Epoch 1/2... Discriminator Loss: 0.4298... Generator Loss: 2.7203 Epoch 1/2... Discriminator Loss: 0.3779... Generator Loss: 3.5934 Epoch 1/2... Discriminator Loss: 0.3880... Generator Loss: 3.4769 Epoch 1/2... Discriminator Loss: 0.4189... Generator Loss: 3.3983
Epoch 1/2... Discriminator Loss: 0.4151... Generator Loss: 2.9886 Epoch 1/2... Discriminator Loss: 0.3552... Generator Loss: 4.1076 Epoch 1/2... Discriminator Loss: 0.3769... Generator Loss: 3.6882 Epoch 1/2... Discriminator Loss: 0.3612... Generator Loss: 3.8755 Epoch 1/2... Discriminator Loss: 0.4419... Generator Loss: 3.1896 Epoch 1/2... Discriminator Loss: 0.3964... Generator Loss: 3.4467 Epoch 1/2... Discriminator Loss: 0.3645... Generator Loss: 3.8200 Epoch 1/2... Discriminator Loss: 0.4183... Generator Loss: 3.8734 Epoch 1/2... Discriminator Loss: 0.3615... Generator Loss: 3.8213 Epoch 1/2... Discriminator Loss: 0.3536... Generator Loss: 4.2160
Epoch 1/2... Discriminator Loss: 0.3785... Generator Loss: 3.8718 Epoch 1/2... Discriminator Loss: 0.3688... Generator Loss: 3.6052 Epoch 1/2... Discriminator Loss: 0.3699... Generator Loss: 3.6462 Epoch 1/2... Discriminator Loss: 0.3488... Generator Loss: 4.8628 Epoch 1/2... Discriminator Loss: 0.5617... Generator Loss: 2.3238 Epoch 1/2... Discriminator Loss: 0.3424... Generator Loss: 4.7080 Epoch 1/2... Discriminator Loss: 0.3821... Generator Loss: 3.3476 Epoch 1/2... Discriminator Loss: 0.3472... Generator Loss: 4.1418 Epoch 1/2... Discriminator Loss: 0.3752... Generator Loss: 3.7773 Epoch 1/2... Discriminator Loss: 0.3539... Generator Loss: 3.9098
Epoch 1/2... Discriminator Loss: 0.3573... Generator Loss: 4.2605 Epoch 1/2... Discriminator Loss: 0.3998... Generator Loss: 3.0846 Epoch 1/2... Discriminator Loss: 0.4270... Generator Loss: 3.1789 Epoch 1/2... Discriminator Loss: 0.3546... Generator Loss: 4.0927 Epoch 1/2... Discriminator Loss: 0.3878... Generator Loss: 3.4879 Epoch 1/2... Discriminator Loss: 0.3581... Generator Loss: 5.0531 Epoch 1/2... Discriminator Loss: 0.3639... Generator Loss: 3.9770 Epoch 1/2... Discriminator Loss: 0.3535... Generator Loss: 4.1236 Epoch 1/2... Discriminator Loss: 0.3413... Generator Loss: 4.9502 Epoch 1/2... Discriminator Loss: 0.4548... Generator Loss: 2.8115
Epoch 1/2... Discriminator Loss: 0.7605... Generator Loss: 1.6964 Epoch 1/2... Discriminator Loss: 0.3705... Generator Loss: 3.7328 Epoch 1/2... Discriminator Loss: 0.3901... Generator Loss: 3.6882 Epoch 1/2... Discriminator Loss: 0.5981... Generator Loss: 2.6834 Epoch 1/2... Discriminator Loss: 0.3996... Generator Loss: 3.1412 Epoch 1/2... Discriminator Loss: 0.3818... Generator Loss: 3.4211 Epoch 1/2... Discriminator Loss: 0.3506... Generator Loss: 5.0936 Epoch 1/2... Discriminator Loss: 0.4499... Generator Loss: 2.7387 Epoch 1/2... Discriminator Loss: 0.4239... Generator Loss: 3.1036 Epoch 1/2... Discriminator Loss: 0.5320... Generator Loss: 2.6413
Epoch 1/2... Discriminator Loss: 0.3417... Generator Loss: 5.7083 Epoch 1/2... Discriminator Loss: 0.5096... Generator Loss: 2.3804 Epoch 1/2... Discriminator Loss: 0.3456... Generator Loss: 5.4028 Epoch 1/2... Discriminator Loss: 0.4063... Generator Loss: 4.0806 Epoch 1/2... Discriminator Loss: 0.4913... Generator Loss: 2.7124 Epoch 1/2... Discriminator Loss: 0.3418... Generator Loss: 4.9728 Epoch 1/2... Discriminator Loss: 0.3455... Generator Loss: 4.7644 Epoch 1/2... Discriminator Loss: 0.3514... Generator Loss: 4.7801 Epoch 1/2... Discriminator Loss: 0.3589... Generator Loss: 4.3162 Epoch 1/2... Discriminator Loss: 0.3942... Generator Loss: 3.6212
Epoch 1/2... Discriminator Loss: 0.3473... Generator Loss: 4.5243 Epoch 1/2... Discriminator Loss: 0.3685... Generator Loss: 3.9178 Epoch 1/2... Discriminator Loss: 0.3706... Generator Loss: 3.7578 Epoch 1/2... Discriminator Loss: 0.3572... Generator Loss: 4.4568 Epoch 1/2... Discriminator Loss: 0.4100... Generator Loss: 3.0864 Epoch 1/2... Discriminator Loss: 0.3470... Generator Loss: 4.9764 Epoch 1/2... Discriminator Loss: 0.6170... Generator Loss: 2.0427 Epoch 1/2... Discriminator Loss: 0.3552... Generator Loss: 4.2885 Epoch 1/2... Discriminator Loss: 0.4182... Generator Loss: 3.1730 Epoch 1/2... Discriminator Loss: 0.3363... Generator Loss: 5.3270
Epoch 1/2... Discriminator Loss: 3.2924... Generator Loss: 3.1905 Epoch 1/2... Discriminator Loss: 0.9147... Generator Loss: 1.0573 Epoch 1/2... Discriminator Loss: 0.9989... Generator Loss: 0.8410 Epoch 1/2... Discriminator Loss: 0.8783... Generator Loss: 1.0271 Epoch 1/2... Discriminator Loss: 0.5687... Generator Loss: 1.7993 Epoch 1/2... Discriminator Loss: 0.4324... Generator Loss: 2.6586 Epoch 1/2... Discriminator Loss: 0.3962... Generator Loss: 3.0396 Epoch 1/2... Discriminator Loss: 0.4489... Generator Loss: 2.4054 Epoch 1/2... Discriminator Loss: 0.3999... Generator Loss: 3.1548 Epoch 1/2... Discriminator Loss: 0.4469... Generator Loss: 2.4375
Epoch 1/2... Discriminator Loss: 0.4352... Generator Loss: 2.6841 Epoch 1/2... Discriminator Loss: 0.3803... Generator Loss: 3.9497 Epoch 1/2... Discriminator Loss: 0.6171... Generator Loss: 2.0607 Epoch 1/2... Discriminator Loss: 0.3551... Generator Loss: 4.3033 Epoch 1/2... Discriminator Loss: 0.3543... Generator Loss: 4.5652 Epoch 1/2... Discriminator Loss: 0.3541... Generator Loss: 4.1151 Epoch 1/2... Discriminator Loss: 0.3961... Generator Loss: 3.2617 Epoch 1/2... Discriminator Loss: 0.3925... Generator Loss: 3.0365 Epoch 1/2... Discriminator Loss: 0.4916... Generator Loss: 2.1691 Epoch 1/2... Discriminator Loss: 0.3461... Generator Loss: 4.9844
Epoch 1/2... Discriminator Loss: 0.3560... Generator Loss: 3.9519 Epoch 1/2... Discriminator Loss: 0.3604... Generator Loss: 3.8412 Epoch 1/2... Discriminator Loss: 0.3509... Generator Loss: 4.2673 Epoch 1/2... Discriminator Loss: 0.3619... Generator Loss: 3.8622 Epoch 1/2... Discriminator Loss: 0.3425... Generator Loss: 4.7250 Epoch 1/2... Discriminator Loss: 0.3493... Generator Loss: 4.1998 Epoch 1/2... Discriminator Loss: 0.3614... Generator Loss: 3.9610 Epoch 1/2... Discriminator Loss: 0.3660... Generator Loss: 3.5728 Epoch 1/2... Discriminator Loss: 0.3466... Generator Loss: 4.4788 Epoch 1/2... Discriminator Loss: 0.3380... Generator Loss: 5.0949
Epoch 1/2... Discriminator Loss: 0.3734... Generator Loss: 3.6191 Epoch 1/2... Discriminator Loss: 0.5784... Generator Loss: 2.1364 Epoch 1/2... Discriminator Loss: 0.3766... Generator Loss: 3.3939 Epoch 1/2... Discriminator Loss: 0.3547... Generator Loss: 3.9745 Epoch 1/2... Discriminator Loss: 0.3423... Generator Loss: 4.6188 Epoch 1/2... Discriminator Loss: 0.3625... Generator Loss: 3.7199 Epoch 1/2... Discriminator Loss: 0.3712... Generator Loss: 3.5993 Epoch 1/2... Discriminator Loss: 0.3660... Generator Loss: 3.8859 Epoch 1/2... Discriminator Loss: 0.3457... Generator Loss: 4.9516 Epoch 1/2... Discriminator Loss: 1.1252... Generator Loss: 5.4879
Epoch 1/2... Discriminator Loss: 1.4427... Generator Loss: 0.4520 Epoch 1/2... Discriminator Loss: 0.7171... Generator Loss: 1.2438 Epoch 1/2... Discriminator Loss: 0.6928... Generator Loss: 1.5227 Epoch 1/2... Discriminator Loss: 0.4729... Generator Loss: 2.1714 Epoch 1/2... Discriminator Loss: 0.7264... Generator Loss: 1.2320 Epoch 1/2... Discriminator Loss: 0.4774... Generator Loss: 2.2207 Epoch 1/2... Discriminator Loss: 0.4330... Generator Loss: 2.5965 Epoch 1/2... Discriminator Loss: 0.4660... Generator Loss: 2.3740 Epoch 1/2... Discriminator Loss: 0.3902... Generator Loss: 3.1063 Epoch 1/2... Discriminator Loss: 0.4941... Generator Loss: 2.1634
Epoch 1/2... Discriminator Loss: 0.4126... Generator Loss: 2.7393 Epoch 1/2... Discriminator Loss: 0.3497... Generator Loss: 4.1222 Epoch 1/2... Discriminator Loss: 0.3895... Generator Loss: 3.1984 Epoch 1/2... Discriminator Loss: 0.4511... Generator Loss: 2.4944 Epoch 1/2... Discriminator Loss: 0.4299... Generator Loss: 2.7676 Epoch 1/2... Discriminator Loss: 0.4421... Generator Loss: 2.4877 Epoch 1/2... Discriminator Loss: 0.3621... Generator Loss: 3.9608 Epoch 1/2... Discriminator Loss: 0.3512... Generator Loss: 4.3767 Epoch 1/2... Discriminator Loss: 0.3678... Generator Loss: 3.4809 Epoch 1/2... Discriminator Loss: 0.4452... Generator Loss: 2.3976
Epoch 1/2... Discriminator Loss: 0.4011... Generator Loss: 3.0391 Epoch 1/2... Discriminator Loss: 0.4596... Generator Loss: 2.5795 Epoch 1/2... Discriminator Loss: 0.3608... Generator Loss: 3.7107 Epoch 1/2... Discriminator Loss: 0.4075... Generator Loss: 2.8180 Epoch 1/2... Discriminator Loss: 0.3827... Generator Loss: 3.4887 Epoch 1/2... Discriminator Loss: 0.3541... Generator Loss: 4.4174 Epoch 1/2... Discriminator Loss: 0.3767... Generator Loss: 3.4272 Epoch 1/2... Discriminator Loss: 0.4165... Generator Loss: 2.8332 Epoch 1/2... Discriminator Loss: 0.8222... Generator Loss: 1.4950 Epoch 1/2... Discriminator Loss: 0.3874... Generator Loss: 3.2442
Epoch 1/2... Discriminator Loss: 0.5353... Generator Loss: 2.2414 Epoch 1/2... Discriminator Loss: 0.4388... Generator Loss: 2.4577 Epoch 1/2... Discriminator Loss: 0.3505... Generator Loss: 4.2480 Epoch 1/2... Discriminator Loss: 0.3760... Generator Loss: 3.4687 Epoch 1/2... Discriminator Loss: 0.4016... Generator Loss: 2.9608 Epoch 1/2... Discriminator Loss: 0.3721... Generator Loss: 3.4085 Epoch 1/2... Discriminator Loss: 0.3618... Generator Loss: 3.9959 Epoch 1/2... Discriminator Loss: 0.3683... Generator Loss: 3.4798 Epoch 1/2... Discriminator Loss: 0.3516... Generator Loss: 4.0492 Epoch 1/2... Discriminator Loss: 0.4175... Generator Loss: 2.9274
Epoch 1/2... Discriminator Loss: 0.3525... Generator Loss: 4.0013 Epoch 1/2... Discriminator Loss: 0.3529... Generator Loss: 4.1997 Epoch 1/2... Discriminator Loss: 0.3389... Generator Loss: 5.0034 Epoch 1/2... Discriminator Loss: 0.4189... Generator Loss: 2.7157 Epoch 1/2... Discriminator Loss: 0.4237... Generator Loss: 3.2830 Epoch 1/2... Discriminator Loss: 0.4241... Generator Loss: 3.0578 Epoch 1/2... Discriminator Loss: 0.3471... Generator Loss: 4.5183 Epoch 1/2... Discriminator Loss: 0.7479... Generator Loss: 1.2397 Epoch 1/2... Discriminator Loss: 0.3915... Generator Loss: 3.1846 Epoch 1/2... Discriminator Loss: 0.3353... Generator Loss: 5.3308
Epoch 1/2... Discriminator Loss: 0.3435... Generator Loss: 4.5248 Epoch 1/2... Discriminator Loss: 0.3700... Generator Loss: 3.8542 Epoch 1/2... Discriminator Loss: 0.3577... Generator Loss: 3.9901 Epoch 1/2... Discriminator Loss: 0.3530... Generator Loss: 4.2486 Epoch 1/2... Discriminator Loss: 0.5437... Generator Loss: 1.9616 Epoch 1/2... Discriminator Loss: 3.0047... Generator Loss: 2.1608 Epoch 1/2... Discriminator Loss: 1.3531... Generator Loss: 0.5208 Epoch 1/2... Discriminator Loss: 1.3180... Generator Loss: 0.6179 Epoch 1/2... Discriminator Loss: 1.0765... Generator Loss: 0.8053 Epoch 1/2... Discriminator Loss: 0.6607... Generator Loss: 1.3990
Epoch 1/2... Discriminator Loss: 0.8799... Generator Loss: 1.0591 Epoch 1/2... Discriminator Loss: 1.0353... Generator Loss: 0.7926 Epoch 1/2... Discriminator Loss: 0.4910... Generator Loss: 2.1285 Epoch 1/2... Discriminator Loss: 0.5883... Generator Loss: 1.7624 Epoch 1/2... Discriminator Loss: 0.4844... Generator Loss: 2.0575 Epoch 1/2... Discriminator Loss: 0.4460... Generator Loss: 2.4811 Epoch 1/2... Discriminator Loss: 0.5553... Generator Loss: 1.7832 Epoch 1/2... Discriminator Loss: 0.4189... Generator Loss: 2.9109 Epoch 1/2... Discriminator Loss: 0.4281... Generator Loss: 2.6276 Epoch 1/2... Discriminator Loss: 0.4294... Generator Loss: 2.6322
Epoch 1/2... Discriminator Loss: 0.5451... Generator Loss: 1.8562 Epoch 1/2... Discriminator Loss: 0.4778... Generator Loss: 2.2034 Epoch 1/2... Discriminator Loss: 0.4133... Generator Loss: 2.8108 Epoch 1/2... Discriminator Loss: 0.4235... Generator Loss: 2.7915 Epoch 1/2... Discriminator Loss: 0.4075... Generator Loss: 2.8047 Epoch 1/2... Discriminator Loss: 0.3511... Generator Loss: 4.1657 Epoch 1/2... Discriminator Loss: 1.0914... Generator Loss: 0.8302 Epoch 1/2... Discriminator Loss: 0.4322... Generator Loss: 2.5472 Epoch 1/2... Discriminator Loss: 0.3616... Generator Loss: 3.5547 Epoch 1/2... Discriminator Loss: 0.4762... Generator Loss: 2.2376
Epoch 1/2... Discriminator Loss: 0.3745... Generator Loss: 3.5180 Epoch 1/2... Discriminator Loss: 0.3710... Generator Loss: 3.7058 Epoch 1/2... Discriminator Loss: 0.5275... Generator Loss: 2.0219 Epoch 1/2... Discriminator Loss: 0.3774... Generator Loss: 3.3560 Epoch 1/2... Discriminator Loss: 0.4111... Generator Loss: 2.8729 Epoch 1/2... Discriminator Loss: 0.3697... Generator Loss: 3.5363 Epoch 1/2... Discriminator Loss: 0.4011... Generator Loss: 2.9878 Epoch 1/2... Discriminator Loss: 0.4013... Generator Loss: 2.8911 Epoch 1/2... Discriminator Loss: 0.4077... Generator Loss: 2.7810 Epoch 1/2... Discriminator Loss: 0.3827... Generator Loss: 3.1568
Epoch 1/2... Discriminator Loss: 0.3887... Generator Loss: 3.1838 Epoch 1/2... Discriminator Loss: 0.4496... Generator Loss: 2.4370 Epoch 1/2... Discriminator Loss: 4.3490... Generator Loss: 0.0270 Epoch 1/2... Discriminator Loss: 1.2191... Generator Loss: 0.7816 Epoch 1/2... Discriminator Loss: 0.9616... Generator Loss: 3.5270 Epoch 1/2... Discriminator Loss: 0.9381... Generator Loss: 0.9000 Epoch 1/2... Discriminator Loss: 0.8627... Generator Loss: 1.0282 Epoch 1/2... Discriminator Loss: 1.0952... Generator Loss: 0.8886 Epoch 1/2... Discriminator Loss: 0.8860... Generator Loss: 0.9658 Epoch 1/2... Discriminator Loss: 0.8564... Generator Loss: 1.0930
Epoch 1/2... Discriminator Loss: 0.5683... Generator Loss: 1.6858 Epoch 1/2... Discriminator Loss: 0.6554... Generator Loss: 1.5777 Epoch 1/2... Discriminator Loss: 0.7229... Generator Loss: 1.4054 Epoch 1/2... Discriminator Loss: 0.7538... Generator Loss: 1.4153 Epoch 1/2... Discriminator Loss: 0.4955... Generator Loss: 2.0772 Epoch 1/2... Discriminator Loss: 0.5922... Generator Loss: 1.6358 Epoch 1/2... Discriminator Loss: 0.4724... Generator Loss: 2.5607 Epoch 1/2... Discriminator Loss: 0.4837... Generator Loss: 2.1804 Epoch 1/2... Discriminator Loss: 0.5269... Generator Loss: 1.9884 Epoch 1/2... Discriminator Loss: 0.5847... Generator Loss: 1.8051
Epoch 1/2... Discriminator Loss: 0.6495... Generator Loss: 1.4330 Epoch 1/2... Discriminator Loss: 0.5227... Generator Loss: 2.0318 Epoch 1/2... Discriminator Loss: 0.8584... Generator Loss: 1.0934 Epoch 1/2... Discriminator Loss: 0.6556... Generator Loss: 1.4667 Epoch 1/2... Discriminator Loss: 0.4676... Generator Loss: 2.2387 Epoch 1/2... Discriminator Loss: 1.0221... Generator Loss: 0.7943 Epoch 1/2... Discriminator Loss: 0.4623... Generator Loss: 2.3331 Epoch 1/2... Discriminator Loss: 0.3645... Generator Loss: 3.6198 Epoch 1/2... Discriminator Loss: 0.3946... Generator Loss: 3.0113 Epoch 1/2... Discriminator Loss: 0.4448... Generator Loss: 2.5266
Epoch 1/2... Discriminator Loss: 0.4285... Generator Loss: 2.6697 Epoch 1/2... Discriminator Loss: 0.8411... Generator Loss: 1.1347 Epoch 1/2... Discriminator Loss: 0.3946... Generator Loss: 2.9850 Epoch 1/2... Discriminator Loss: 0.3869... Generator Loss: 3.0813 Epoch 1/2... Discriminator Loss: 0.4754... Generator Loss: 2.1336 Epoch 2/2... Discriminator Loss: 0.4498... Generator Loss: 2.2935 Epoch 2/2... Discriminator Loss: 0.3912... Generator Loss: 3.3023 Epoch 2/2... Discriminator Loss: 0.4903... Generator Loss: 2.0422 Epoch 2/2... Discriminator Loss: 0.4815... Generator Loss: 2.2290 Epoch 2/2... Discriminator Loss: 0.4192... Generator Loss: 2.5591
Epoch 2/2... Discriminator Loss: 0.5190... Generator Loss: 1.9841 Epoch 2/2... Discriminator Loss: 0.5359... Generator Loss: 1.8339 Epoch 2/2... Discriminator Loss: 0.3852... Generator Loss: 3.2588 Epoch 2/2... Discriminator Loss: 0.4697... Generator Loss: 2.4729 Epoch 2/2... Discriminator Loss: 0.4114... Generator Loss: 2.9062 Epoch 2/2... Discriminator Loss: 0.4816... Generator Loss: 2.2028 Epoch 2/2... Discriminator Loss: 0.4782... Generator Loss: 2.1613 Epoch 2/2... Discriminator Loss: 0.4311... Generator Loss: 2.4995 Epoch 2/2... Discriminator Loss: 0.4488... Generator Loss: 2.5689 Epoch 2/2... Discriminator Loss: 0.3724... Generator Loss: 3.5160
Epoch 2/2... Discriminator Loss: 0.3769... Generator Loss: 3.3762 Epoch 2/2... Discriminator Loss: 0.4037... Generator Loss: 2.8980 Epoch 2/2... Discriminator Loss: 0.5726... Generator Loss: 1.7555 Epoch 2/2... Discriminator Loss: 0.4530... Generator Loss: 2.3317 Epoch 2/2... Discriminator Loss: 0.6062... Generator Loss: 1.6322 Epoch 2/2... Discriminator Loss: 0.4678... Generator Loss: 2.2741 Epoch 2/2... Discriminator Loss: 0.3732... Generator Loss: 3.5973 Epoch 2/2... Discriminator Loss: 0.3641... Generator Loss: 3.5785 Epoch 2/2... Discriminator Loss: 0.5433... Generator Loss: 1.8216 Epoch 2/2... Discriminator Loss: 0.6362... Generator Loss: 1.6658
Epoch 2/2... Discriminator Loss: 0.5508... Generator Loss: 1.7458 Epoch 2/2... Discriminator Loss: 0.3673... Generator Loss: 3.6057 Epoch 2/2... Discriminator Loss: 0.4749... Generator Loss: 2.2636 Epoch 2/2... Discriminator Loss: 0.4049... Generator Loss: 2.7709 Epoch 2/2... Discriminator Loss: 0.4304... Generator Loss: 2.5266 Epoch 2/2... Discriminator Loss: 0.3813... Generator Loss: 3.2747 Epoch 2/2... Discriminator Loss: 0.3829... Generator Loss: 3.2551 Epoch 2/2... Discriminator Loss: 0.3614... Generator Loss: 3.7183 Epoch 2/2... Discriminator Loss: 0.4088... Generator Loss: 2.7348 Epoch 2/2... Discriminator Loss: 0.4881... Generator Loss: 2.1220
Epoch 2/2... Discriminator Loss: 0.4120... Generator Loss: 2.5998 Epoch 2/2... Discriminator Loss: 0.3813... Generator Loss: 3.1031 Epoch 2/2... Discriminator Loss: 2.7815... Generator Loss: 0.1216 Epoch 2/2... Discriminator Loss: 1.3420... Generator Loss: 0.6155 Epoch 2/2... Discriminator Loss: 0.9879... Generator Loss: 0.8037 Epoch 2/2... Discriminator Loss: 0.7995... Generator Loss: 1.0881 Epoch 2/2... Discriminator Loss: 1.7881... Generator Loss: 0.2992 Epoch 2/2... Discriminator Loss: 0.6619... Generator Loss: 1.3829 Epoch 2/2... Discriminator Loss: 0.7403... Generator Loss: 1.2425 Epoch 2/2... Discriminator Loss: 0.6525... Generator Loss: 1.4670
Epoch 2/2... Discriminator Loss: 0.5189... Generator Loss: 2.0915 Epoch 2/2... Discriminator Loss: 0.7123... Generator Loss: 1.2564 Epoch 2/2... Discriminator Loss: 0.5656... Generator Loss: 1.7122 Epoch 2/2... Discriminator Loss: 0.8254... Generator Loss: 1.0668 Epoch 2/2... Discriminator Loss: 0.4663... Generator Loss: 2.2684 Epoch 2/2... Discriminator Loss: 0.6079... Generator Loss: 1.5335 Epoch 2/2... Discriminator Loss: 0.6009... Generator Loss: 1.6659 Epoch 2/2... Discriminator Loss: 0.4702... Generator Loss: 2.3478 Epoch 2/2... Discriminator Loss: 0.6086... Generator Loss: 1.6813 Epoch 2/2... Discriminator Loss: 0.4698... Generator Loss: 2.2813
Epoch 2/2... Discriminator Loss: 0.6267... Generator Loss: 1.4869 Epoch 2/2... Discriminator Loss: 0.5653... Generator Loss: 1.6896 Epoch 2/2... Discriminator Loss: 0.5371... Generator Loss: 1.8795 Epoch 2/2... Discriminator Loss: 0.7552... Generator Loss: 1.2425 Epoch 2/2... Discriminator Loss: 0.8344... Generator Loss: 1.0556 Epoch 2/2... Discriminator Loss: 0.4437... Generator Loss: 2.4856 Epoch 2/2... Discriminator Loss: 0.4392... Generator Loss: 2.4208 Epoch 2/2... Discriminator Loss: 0.4410... Generator Loss: 2.5027 Epoch 2/2... Discriminator Loss: 0.7858... Generator Loss: 1.2469 Epoch 2/2... Discriminator Loss: 0.5091... Generator Loss: 2.0062
Epoch 2/2... Discriminator Loss: 0.7774... Generator Loss: 1.1278 Epoch 2/2... Discriminator Loss: 0.5880... Generator Loss: 1.5945 Epoch 2/2... Discriminator Loss: 0.9170... Generator Loss: 0.9512 Epoch 2/2... Discriminator Loss: 0.4548... Generator Loss: 2.2959 Epoch 2/2... Discriminator Loss: 0.5042... Generator Loss: 1.9865 Epoch 2/2... Discriminator Loss: 0.4545... Generator Loss: 2.3195 Epoch 2/2... Discriminator Loss: 0.7263... Generator Loss: 1.1877 Epoch 2/2... Discriminator Loss: 0.5969... Generator Loss: 1.5685 Epoch 2/2... Discriminator Loss: 0.4637... Generator Loss: 2.2098 Epoch 2/2... Discriminator Loss: 0.4680... Generator Loss: 2.2682
Epoch 2/2... Discriminator Loss: 0.4845... Generator Loss: 2.2061 Epoch 2/2... Discriminator Loss: 0.4288... Generator Loss: 2.4638 Epoch 2/2... Discriminator Loss: 0.3665... Generator Loss: 3.3971 Epoch 2/2... Discriminator Loss: 0.4228... Generator Loss: 2.6493 Epoch 2/2... Discriminator Loss: 0.4871... Generator Loss: 2.2099 Epoch 2/2... Discriminator Loss: 0.5293... Generator Loss: 1.8417 Epoch 2/2... Discriminator Loss: 0.4513... Generator Loss: 2.2753 Epoch 2/2... Discriminator Loss: 0.4835... Generator Loss: 2.1012 Epoch 2/2... Discriminator Loss: 0.3748... Generator Loss: 3.4124 Epoch 2/2... Discriminator Loss: 0.6430... Generator Loss: 1.7664
Epoch 2/2... Discriminator Loss: 0.4895... Generator Loss: 2.0471 Epoch 2/2... Discriminator Loss: 0.4741... Generator Loss: 2.1441 Epoch 2/2... Discriminator Loss: 0.4527... Generator Loss: 2.2761 Epoch 2/2... Discriminator Loss: 0.4316... Generator Loss: 2.7134 Epoch 2/2... Discriminator Loss: 0.4328... Generator Loss: 2.4923 Epoch 2/2... Discriminator Loss: 0.3952... Generator Loss: 2.9162 Epoch 2/2... Discriminator Loss: 0.7697... Generator Loss: 1.2903 Epoch 2/2... Discriminator Loss: 0.3884... Generator Loss: 3.0746 Epoch 2/2... Discriminator Loss: 0.3796... Generator Loss: 3.1797 Epoch 2/2... Discriminator Loss: 0.4855... Generator Loss: 2.0876
Epoch 2/2... Discriminator Loss: 0.4285... Generator Loss: 2.5520 Epoch 2/2... Discriminator Loss: 0.3925... Generator Loss: 3.0872 Epoch 2/2... Discriminator Loss: 0.6230... Generator Loss: 1.7996 Epoch 2/2... Discriminator Loss: 0.6426... Generator Loss: 1.5261 Epoch 2/2... Discriminator Loss: 0.4134... Generator Loss: 2.8206 Epoch 2/2... Discriminator Loss: 0.3884... Generator Loss: 2.9118 Epoch 2/2... Discriminator Loss: 0.4061... Generator Loss: 2.8339 Epoch 2/2... Discriminator Loss: 0.5701... Generator Loss: 2.0459 Epoch 2/2... Discriminator Loss: 0.4018... Generator Loss: 2.7959 Epoch 2/2... Discriminator Loss: 0.3670... Generator Loss: 3.4728
Epoch 2/2... Discriminator Loss: 0.4046... Generator Loss: 2.8154 Epoch 2/2... Discriminator Loss: 0.4486... Generator Loss: 2.7758 Epoch 2/2... Discriminator Loss: 0.4430... Generator Loss: 2.3979 Epoch 2/2... Discriminator Loss: 0.4400... Generator Loss: 2.3420 Epoch 2/2... Discriminator Loss: 0.4304... Generator Loss: 2.4657 Epoch 2/2... Discriminator Loss: 0.3911... Generator Loss: 3.0947 Epoch 2/2... Discriminator Loss: 0.5388... Generator Loss: 1.8362 Epoch 2/2... Discriminator Loss: 0.4444... Generator Loss: 2.4817 Epoch 2/2... Discriminator Loss: 0.3803... Generator Loss: 3.0762 Epoch 2/2... Discriminator Loss: 0.5601... Generator Loss: 1.7166
Epoch 2/2... Discriminator Loss: 0.3948... Generator Loss: 3.2735 Epoch 2/2... Discriminator Loss: 0.3787... Generator Loss: 3.2254 Epoch 2/2... Discriminator Loss: 0.3826... Generator Loss: 3.0901 Epoch 2/2... Discriminator Loss: 0.5263... Generator Loss: 1.8787 Epoch 2/2... Discriminator Loss: 0.6121... Generator Loss: 1.5580 Epoch 2/2... Discriminator Loss: 0.3979... Generator Loss: 2.8780 Epoch 2/2... Discriminator Loss: 0.4264... Generator Loss: 2.5171 Epoch 2/2... Discriminator Loss: 0.3751... Generator Loss: 3.2179 Epoch 2/2... Discriminator Loss: 0.4452... Generator Loss: 2.4085 Epoch 2/2... Discriminator Loss: 4.3209... Generator Loss: 7.6829
Epoch 2/2... Discriminator Loss: 1.7822... Generator Loss: 0.3134 Epoch 2/2... Discriminator Loss: 1.0025... Generator Loss: 0.8033 Epoch 2/2... Discriminator Loss: 1.0241... Generator Loss: 0.8370 Epoch 2/2... Discriminator Loss: 1.5135... Generator Loss: 0.4676 Epoch 2/2... Discriminator Loss: 2.4133... Generator Loss: 0.1776 Epoch 2/2... Discriminator Loss: 0.7226... Generator Loss: 1.3233 Epoch 2/2... Discriminator Loss: 0.6280... Generator Loss: 1.5483 Epoch 2/2... Discriminator Loss: 0.6390... Generator Loss: 1.4744 Epoch 2/2... Discriminator Loss: 0.5578... Generator Loss: 1.8635 Epoch 2/2... Discriminator Loss: 0.7847... Generator Loss: 1.2812
Epoch 2/2... Discriminator Loss: 0.7044... Generator Loss: 1.3223 Epoch 2/2... Discriminator Loss: 0.6274... Generator Loss: 1.5718 Epoch 2/2... Discriminator Loss: 0.7563... Generator Loss: 1.2068 Epoch 2/2... Discriminator Loss: 0.4785... Generator Loss: 2.3492 Epoch 2/2... Discriminator Loss: 0.3673... Generator Loss: 3.4044 Epoch 2/2... Discriminator Loss: 0.5060... Generator Loss: 2.1113 Epoch 2/2... Discriminator Loss: 0.4159... Generator Loss: 2.7703 Epoch 2/2... Discriminator Loss: 0.3942... Generator Loss: 3.0682 Epoch 2/2... Discriminator Loss: 0.7377... Generator Loss: 1.4274 Epoch 2/2... Discriminator Loss: 0.4874... Generator Loss: 2.1526
Epoch 2/2... Discriminator Loss: 0.4528... Generator Loss: 2.3176 Epoch 2/2... Discriminator Loss: 0.3599... Generator Loss: 3.6054 Epoch 2/2... Discriminator Loss: 0.5230... Generator Loss: 1.9476 Epoch 2/2... Discriminator Loss: 0.5774... Generator Loss: 1.7517 Epoch 2/2... Discriminator Loss: 0.5197... Generator Loss: 2.0202 Epoch 2/2... Discriminator Loss: 0.4510... Generator Loss: 2.4210 Epoch 2/2... Discriminator Loss: 0.3991... Generator Loss: 2.9775 Epoch 2/2... Discriminator Loss: 0.6666... Generator Loss: 1.3825 Epoch 2/2... Discriminator Loss: 0.5716... Generator Loss: 1.7070 Epoch 2/2... Discriminator Loss: 0.4734... Generator Loss: 2.1968
Epoch 2/2... Discriminator Loss: 0.4383... Generator Loss: 2.5514 Epoch 2/2... Discriminator Loss: 0.4549... Generator Loss: 2.2268 Epoch 2/2... Discriminator Loss: 0.4139... Generator Loss: 2.8422 Epoch 2/2... Discriminator Loss: 0.5767... Generator Loss: 1.7486 Epoch 2/2... Discriminator Loss: 0.5181... Generator Loss: 2.0559 Epoch 2/2... Discriminator Loss: 0.3776... Generator Loss: 3.1159 Epoch 2/2... Discriminator Loss: 0.3986... Generator Loss: 2.9111 Epoch 2/2... Discriminator Loss: 0.3851... Generator Loss: 3.1779 Epoch 2/2... Discriminator Loss: 0.4597... Generator Loss: 2.2883 Epoch 2/2... Discriminator Loss: 0.6154... Generator Loss: 1.6427
Epoch 2/2... Discriminator Loss: 0.7466... Generator Loss: 1.3125 Epoch 2/2... Discriminator Loss: 0.3856... Generator Loss: 3.0296 Epoch 2/2... Discriminator Loss: 0.4976... Generator Loss: 2.0416 Epoch 2/2... Discriminator Loss: 0.5190... Generator Loss: 1.9249 Epoch 2/2... Discriminator Loss: 0.4485... Generator Loss: 2.3210 Epoch 2/2... Discriminator Loss: 0.4384... Generator Loss: 2.4500 Epoch 2/2... Discriminator Loss: 0.4356... Generator Loss: 2.3769 Epoch 2/2... Discriminator Loss: 0.4099... Generator Loss: 2.8363 Epoch 2/2... Discriminator Loss: 0.4986... Generator Loss: 2.1574 Epoch 2/2... Discriminator Loss: 0.5039... Generator Loss: 1.9072
Epoch 2/2... Discriminator Loss: 0.5126... Generator Loss: 1.9975 Epoch 2/2... Discriminator Loss: 0.3700... Generator Loss: 3.4312 Epoch 2/2... Discriminator Loss: 0.4863... Generator Loss: 2.1215 Epoch 2/2... Discriminator Loss: 0.4332... Generator Loss: 2.5142 Epoch 2/2... Discriminator Loss: 0.6078... Generator Loss: 2.3131 Epoch 2/2... Discriminator Loss: 0.5231... Generator Loss: 2.1737 Epoch 2/2... Discriminator Loss: 3.7535... Generator Loss: 3.4480 Epoch 2/2... Discriminator Loss: 1.3389... Generator Loss: 0.5386 Epoch 2/2... Discriminator Loss: 1.5880... Generator Loss: 0.4566 Epoch 2/2... Discriminator Loss: 1.5998... Generator Loss: 0.4224
Epoch 2/2... Discriminator Loss: 0.8135... Generator Loss: 1.4180 Epoch 2/2... Discriminator Loss: 0.7462... Generator Loss: 1.2372 Epoch 2/2... Discriminator Loss: 1.2636... Generator Loss: 0.6397 Epoch 2/2... Discriminator Loss: 0.6756... Generator Loss: 1.4033 Epoch 2/2... Discriminator Loss: 0.6520... Generator Loss: 1.4072 Epoch 2/2... Discriminator Loss: 0.5978... Generator Loss: 1.6141 Epoch 2/2... Discriminator Loss: 2.0656... Generator Loss: 0.2826 Epoch 2/2... Discriminator Loss: 0.7600... Generator Loss: 1.1932 Epoch 2/2... Discriminator Loss: 0.6711... Generator Loss: 1.4181 Epoch 2/2... Discriminator Loss: 0.6994... Generator Loss: 1.4368
Epoch 2/2... Discriminator Loss: 0.5111... Generator Loss: 2.2268 Epoch 2/2... Discriminator Loss: 0.4740... Generator Loss: 2.1168 Epoch 2/2... Discriminator Loss: 1.0490... Generator Loss: 0.8910 Epoch 2/2... Discriminator Loss: 0.6074... Generator Loss: 1.6485 Epoch 2/2... Discriminator Loss: 0.9460... Generator Loss: 0.8719 Epoch 2/2... Discriminator Loss: 0.3832... Generator Loss: 3.1581 Epoch 2/2... Discriminator Loss: 0.4899... Generator Loss: 2.1755 Epoch 2/2... Discriminator Loss: 0.4408... Generator Loss: 2.4401 Epoch 2/2... Discriminator Loss: 0.5865... Generator Loss: 1.6481 Epoch 2/2... Discriminator Loss: 0.4411... Generator Loss: 2.5924
Epoch 2/2... Discriminator Loss: 0.4423... Generator Loss: 2.5189 Epoch 2/2... Discriminator Loss: 0.5033... Generator Loss: 2.0594 Epoch 2/2... Discriminator Loss: 0.4877... Generator Loss: 2.0765 Epoch 2/2... Discriminator Loss: 0.4576... Generator Loss: 2.4675 Epoch 2/2... Discriminator Loss: 0.3877... Generator Loss: 3.0086 Epoch 2/2... Discriminator Loss: 0.5413... Generator Loss: 1.8390 Epoch 2/2... Discriminator Loss: 0.5250... Generator Loss: 1.8906 Epoch 2/2... Discriminator Loss: 0.4677... Generator Loss: 2.2043 Epoch 2/2... Discriminator Loss: 0.3748... Generator Loss: 3.2831 Epoch 2/2... Discriminator Loss: 0.3949... Generator Loss: 2.9692
Epoch 2/2... Discriminator Loss: 0.4011... Generator Loss: 2.8863 Epoch 2/2... Discriminator Loss: 0.4807... Generator Loss: 2.2849 Epoch 2/2... Discriminator Loss: 0.4719... Generator Loss: 2.1757 Epoch 2/2... Discriminator Loss: 0.5877... Generator Loss: 1.5698 Epoch 2/2... Discriminator Loss: 0.5656... Generator Loss: 1.7749 Epoch 2/2... Discriminator Loss: 0.4035... Generator Loss: 2.9093 Epoch 2/2... Discriminator Loss: 0.3582... Generator Loss: 3.6531 Epoch 2/2... Discriminator Loss: 0.5841... Generator Loss: 1.9214 Epoch 2/2... Discriminator Loss: 0.4602... Generator Loss: 2.2625 Epoch 2/2... Discriminator Loss: 0.4160... Generator Loss: 2.5386
Epoch 2/2... Discriminator Loss: 0.4249... Generator Loss: 2.7927 Epoch 2/2... Discriminator Loss: 0.8899... Generator Loss: 1.0206 Epoch 2/2... Discriminator Loss: 0.3937... Generator Loss: 2.9740 Epoch 2/2... Discriminator Loss: 0.4451... Generator Loss: 2.3908 Epoch 2/2... Discriminator Loss: 0.5568... Generator Loss: 1.9013 Epoch 2/2... Discriminator Loss: 0.3838... Generator Loss: 3.1122 Epoch 2/2... Discriminator Loss: 0.4845... Generator Loss: 2.0392 Epoch 2/2... Discriminator Loss: 0.5732... Generator Loss: 1.6027 Epoch 2/2... Discriminator Loss: 0.5922... Generator Loss: 1.6479 Epoch 2/2... Discriminator Loss: 0.4258... Generator Loss: 2.5116
Epoch 2/2... Discriminator Loss: 0.3648... Generator Loss: 3.7192 Epoch 2/2... Discriminator Loss: 0.3396... Generator Loss: 4.6507 Epoch 2/2... Discriminator Loss: 0.3725... Generator Loss: 3.2333 Epoch 2/2... Discriminator Loss: 0.4554... Generator Loss: 2.2858 Epoch 2/2... Discriminator Loss: 0.4381... Generator Loss: 2.4093 Epoch 2/2... Discriminator Loss: 0.3703... Generator Loss: 3.4220 Epoch 2/2... Discriminator Loss: 0.7822... Generator Loss: 1.2449 Epoch 2/2... Discriminator Loss: 0.5192... Generator Loss: 1.8964 Epoch 2/2... Discriminator Loss: 0.4542... Generator Loss: 2.3981 Epoch 2/2... Discriminator Loss: 0.4098... Generator Loss: 2.8435
Epoch 2/2... Discriminator Loss: 0.4541... Generator Loss: 2.3314 Epoch 2/2... Discriminator Loss: 0.3767... Generator Loss: 3.3847 Epoch 2/2... Discriminator Loss: 0.4048... Generator Loss: 2.7854 Epoch 2/2... Discriminator Loss: 0.4119... Generator Loss: 2.6020 Epoch 2/2... Discriminator Loss: 1.1111... Generator Loss: 4.6026 Epoch 2/2... Discriminator Loss: 0.8888... Generator Loss: 0.9059 Epoch 2/2... Discriminator Loss: 0.5263... Generator Loss: 1.8679 Epoch 2/2... Discriminator Loss: 0.5818... Generator Loss: 1.6383 Epoch 2/2... Discriminator Loss: 0.5983... Generator Loss: 1.6018 Epoch 2/2... Discriminator Loss: 0.6390... Generator Loss: 1.4371
Epoch 2/2... Discriminator Loss: 0.4894... Generator Loss: 2.0428 Epoch 2/2... Discriminator Loss: 0.7681... Generator Loss: 1.1338 Epoch 2/2... Discriminator Loss: 0.5376... Generator Loss: 1.8555 Epoch 2/2... Discriminator Loss: 1.0787... Generator Loss: 0.7408 Epoch 2/2... Discriminator Loss: 0.5878... Generator Loss: 1.6694 Epoch 2/2... Discriminator Loss: 0.4849... Generator Loss: 2.1044 Epoch 2/2... Discriminator Loss: 0.4148... Generator Loss: 2.6322 Epoch 2/2... Discriminator Loss: 0.4484... Generator Loss: 2.4024 Epoch 2/2... Discriminator Loss: 0.6334... Generator Loss: 1.4287 Epoch 2/2... Discriminator Loss: 0.4995... Generator Loss: 2.0843
Epoch 2/2... Discriminator Loss: 0.5777... Generator Loss: 1.6582 Epoch 2/2... Discriminator Loss: 0.4054... Generator Loss: 2.8566 Epoch 2/2... Discriminator Loss: 0.4538... Generator Loss: 2.3608 Epoch 2/2... Discriminator Loss: 0.4522... Generator Loss: 2.3535 Epoch 2/2... Discriminator Loss: 0.4553... Generator Loss: 2.3475 Epoch 2/2... Discriminator Loss: 0.3915... Generator Loss: 3.1594 Epoch 2/2... Discriminator Loss: 0.7245... Generator Loss: 1.7372 Epoch 2/2... Discriminator Loss: 0.3487... Generator Loss: 4.1992 Epoch 2/2... Discriminator Loss: 0.4697... Generator Loss: 2.3002 Epoch 2/2... Discriminator Loss: 0.3924... Generator Loss: 2.9853
Epoch 2/2... Discriminator Loss: 0.3808... Generator Loss: 3.2149 Epoch 2/2... Discriminator Loss: 0.4646... Generator Loss: 2.1677 Epoch 2/2... Discriminator Loss: 0.4377... Generator Loss: 2.4918 Epoch 2/2... Discriminator Loss: 0.5743... Generator Loss: 1.8306 Epoch 2/2... Discriminator Loss: 0.3528... Generator Loss: 4.0813 Epoch 2/2... Discriminator Loss: 0.4666... Generator Loss: 2.2303 Epoch 2/2... Discriminator Loss: 0.4966... Generator Loss: 1.9968 Epoch 2/2... Discriminator Loss: 0.4834... Generator Loss: 2.1574 Epoch 2/2... Discriminator Loss: 0.5724... Generator Loss: 1.6920 Epoch 2/2... Discriminator Loss: 0.4365... Generator Loss: 2.4694
Epoch 2/2... Discriminator Loss: 0.5996... Generator Loss: 1.5351 Epoch 2/2... Discriminator Loss: 0.6001... Generator Loss: 1.6590 Epoch 2/2... Discriminator Loss: 0.4541... Generator Loss: 2.2738 Epoch 2/2... Discriminator Loss: 0.3506... Generator Loss: 3.9520 Epoch 2/2... Discriminator Loss: 0.4429... Generator Loss: 2.4712 Epoch 2/2... Discriminator Loss: 0.4652... Generator Loss: 2.3069 Epoch 2/2... Discriminator Loss: 0.3773... Generator Loss: 3.4500 Epoch 2/2... Discriminator Loss: 0.3870... Generator Loss: 2.9621 Epoch 2/2... Discriminator Loss: 0.5463... Generator Loss: 1.7473 Epoch 2/2... Discriminator Loss: 0.6109... Generator Loss: 1.4880
Epoch 2/2... Discriminator Loss: 0.4355... Generator Loss: 2.5512 Epoch 2/2... Discriminator Loss: 0.3941... Generator Loss: 2.8796 Epoch 2/2... Discriminator Loss: 0.7498... Generator Loss: 1.1822 Epoch 2/2... Discriminator Loss: 0.4016... Generator Loss: 2.7626 Epoch 2/2... Discriminator Loss: 0.4547... Generator Loss: 2.2918 Epoch 2/2... Discriminator Loss: 0.4200... Generator Loss: 2.6584 Epoch 2/2... Discriminator Loss: 0.5386... Generator Loss: 1.7618 Epoch 2/2... Discriminator Loss: 0.3970... Generator Loss: 2.9665 Epoch 2/2... Discriminator Loss: 0.4148... Generator Loss: 2.6845 Epoch 2/2... Discriminator Loss: 0.4506... Generator Loss: 2.2857
Epoch 2/2... Discriminator Loss: 0.5963... Generator Loss: 1.5625 Epoch 2/2... Discriminator Loss: 0.4167... Generator Loss: 2.5850 Epoch 2/2... Discriminator Loss: 0.5233... Generator Loss: 1.7643 Epoch 2/2... Discriminator Loss: 0.8161... Generator Loss: 1.1560 Epoch 2/2... Discriminator Loss: 0.7642... Generator Loss: 1.1322 Epoch 2/2... Discriminator Loss: 0.5796... Generator Loss: 1.6731 Epoch 2/2... Discriminator Loss: 0.4610... Generator Loss: 2.3783 Epoch 2/2... Discriminator Loss: 0.4221... Generator Loss: 2.5217 Epoch 2/2... Discriminator Loss: 0.4599... Generator Loss: 2.2269 Epoch 2/2... Discriminator Loss: 0.3780... Generator Loss: 3.3534
Epoch 2/2... Discriminator Loss: 0.3868... Generator Loss: 3.0336 Epoch 2/2... Discriminator Loss: 0.4245... Generator Loss: 2.5366 Epoch 2/2... Discriminator Loss: 0.4468... Generator Loss: 2.4817 Epoch 2/2... Discriminator Loss: 0.3973... Generator Loss: 2.9543 Epoch 2/2... Discriminator Loss: 0.5362... Generator Loss: 1.9055 Epoch 2/2... Discriminator Loss: 0.4712... Generator Loss: 2.3502 Epoch 2/2... Discriminator Loss: 0.4114... Generator Loss: 2.7942 Epoch 2/2... Discriminator Loss: 0.3839... Generator Loss: 3.2236 Epoch 2/2... Discriminator Loss: 0.3946... Generator Loss: 2.9087 Epoch 2/2... Discriminator Loss: 0.3767... Generator Loss: 3.2208
Epoch 2/2... Discriminator Loss: 0.4503... Generator Loss: 2.2292 Epoch 2/2... Discriminator Loss: 0.4936... Generator Loss: 2.0896 Epoch 2/2... Discriminator Loss: 0.4722... Generator Loss: 2.1337 Epoch 2/2... Discriminator Loss: 0.3844... Generator Loss: 2.9904 Epoch 2/2... Discriminator Loss: 0.4325... Generator Loss: 2.4875 Epoch 2/2... Discriminator Loss: 0.3446... Generator Loss: 4.5496 Epoch 2/2... Discriminator Loss: 0.3957... Generator Loss: 2.8658 Epoch 2/2... Discriminator Loss: 0.4535... Generator Loss: 2.2530 Epoch 2/2... Discriminator Loss: 0.4380... Generator Loss: 2.3895 Epoch 2/2... Discriminator Loss: 0.3997... Generator Loss: 2.9372
Epoch 2/2... Discriminator Loss: 0.4490... Generator Loss: 2.4537 Epoch 2/2... Discriminator Loss: 0.4498... Generator Loss: 2.3184 Epoch 2/2... Discriminator Loss: 0.4579... Generator Loss: 2.3315 Epoch 2/2... Discriminator Loss: 0.5306... Generator Loss: 1.8540 Epoch 2/2... Discriminator Loss: 0.3715... Generator Loss: 3.4147 Epoch 2/2... Discriminator Loss: 0.3527... Generator Loss: 3.9099 Epoch 2/2... Discriminator Loss: 0.4123... Generator Loss: 2.6773 Epoch 2/2... Discriminator Loss: 3.6925... Generator Loss: 0.0594 Epoch 2/2... Discriminator Loss: 1.4022... Generator Loss: 4.2120 Epoch 2/2... Discriminator Loss: 0.7817... Generator Loss: 2.6589
Epoch 2/2... Discriminator Loss: 1.0709... Generator Loss: 0.7636 Epoch 2/2... Discriminator Loss: 0.5803... Generator Loss: 1.6506 Epoch 2/2... Discriminator Loss: 0.9491... Generator Loss: 0.9115 Epoch 2/2... Discriminator Loss: 0.8380... Generator Loss: 1.0824 Epoch 2/2... Discriminator Loss: 0.6473... Generator Loss: 1.3857 Epoch 2/2... Discriminator Loss: 0.4324... Generator Loss: 2.6109 Epoch 2/2... Discriminator Loss: 0.6406... Generator Loss: 1.4921 Epoch 2/2... Discriminator Loss: 0.5042... Generator Loss: 1.9340 Epoch 2/2... Discriminator Loss: 0.7856... Generator Loss: 1.2996 Epoch 2/2... Discriminator Loss: 0.4036... Generator Loss: 2.8766
Epoch 2/2... Discriminator Loss: 0.7529... Generator Loss: 1.3031 Epoch 2/2... Discriminator Loss: 0.5319... Generator Loss: 1.9351 Epoch 2/2... Discriminator Loss: 0.5863... Generator Loss: 1.7316 Epoch 2/2... Discriminator Loss: 0.6180... Generator Loss: 1.6138 Epoch 2/2... Discriminator Loss: 0.5925... Generator Loss: 1.4983 Epoch 2/2... Discriminator Loss: 0.5179... Generator Loss: 2.0034 Epoch 2/2... Discriminator Loss: 0.4411... Generator Loss: 2.5857 Epoch 2/2... Discriminator Loss: 2.0670... Generator Loss: 0.2410 Epoch 2/2... Discriminator Loss: 0.6488... Generator Loss: 1.5374 Epoch 2/2... Discriminator Loss: 0.4089... Generator Loss: 2.7420
Epoch 2/2... Discriminator Loss: 0.7634... Generator Loss: 1.2066 Epoch 2/2... Discriminator Loss: 0.5421... Generator Loss: 1.8671 Epoch 2/2... Discriminator Loss: 0.3663... Generator Loss: 3.6720 Epoch 2/2... Discriminator Loss: 0.5502... Generator Loss: 1.8751 Epoch 2/2... Discriminator Loss: 0.5775... Generator Loss: 1.7844 Epoch 2/2... Discriminator Loss: 0.3812... Generator Loss: 3.3753 Epoch 2/2... Discriminator Loss: 0.4909... Generator Loss: 2.1497 Epoch 2/2... Discriminator Loss: 0.4708... Generator Loss: 2.1705 Epoch 2/2... Discriminator Loss: 0.4892... Generator Loss: 2.1364 Epoch 2/2... Discriminator Loss: 0.4641... Generator Loss: 2.2203
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 6272
learning_rate = 0.0002
beta1 = 0.1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 4.2386... Generator Loss: 0.0294 Epoch 1/1... Discriminator Loss: 3.6241... Generator Loss: 0.0500 Epoch 1/1... Discriminator Loss: 2.9555... Generator Loss: 0.1116 Epoch 1/1... Discriminator Loss: 2.4076... Generator Loss: 0.1652 Epoch 1/1... Discriminator Loss: 2.1988... Generator Loss: 0.1978 Epoch 1/1... Discriminator Loss: 3.0723... Generator Loss: 0.0873 Epoch 1/1... Discriminator Loss: 2.6618... Generator Loss: 0.1236 Epoch 1/1... Discriminator Loss: 2.3067... Generator Loss: 0.1939 Epoch 1/1... Discriminator Loss: 2.9930... Generator Loss: 0.0961 Epoch 1/1... Discriminator Loss: 2.1163... Generator Loss: 0.2155
Epoch 1/1... Discriminator Loss: 1.8780... Generator Loss: 0.2703 Epoch 1/1... Discriminator Loss: 2.7281... Generator Loss: 0.1654 Epoch 1/1... Discriminator Loss: 2.5709... Generator Loss: 0.1498 Epoch 1/1... Discriminator Loss: 1.6365... Generator Loss: 0.3646 Epoch 1/1... Discriminator Loss: 2.6826... Generator Loss: 0.1475 Epoch 1/1... Discriminator Loss: 2.2015... Generator Loss: 0.1961 Epoch 1/1... Discriminator Loss: 1.3988... Generator Loss: 0.4967 Epoch 1/1... Discriminator Loss: 2.6671... Generator Loss: 0.1163 Epoch 1/1... Discriminator Loss: 2.1896... Generator Loss: 0.2135 Epoch 1/1... Discriminator Loss: 3.5493... Generator Loss: 0.0636
Epoch 1/1... Discriminator Loss: 4.1255... Generator Loss: 0.0400 Epoch 1/1... Discriminator Loss: 2.1266... Generator Loss: 0.2642 Epoch 1/1... Discriminator Loss: 1.4698... Generator Loss: 1.3356 Epoch 1/1... Discriminator Loss: 4.4252... Generator Loss: 0.0408 Epoch 1/1... Discriminator Loss: 3.1510... Generator Loss: 0.1432 Epoch 1/1... Discriminator Loss: 2.1027... Generator Loss: 0.3462 Epoch 1/1... Discriminator Loss: 2.5319... Generator Loss: 0.2549 Epoch 1/1... Discriminator Loss: 0.6719... Generator Loss: 2.0376 Epoch 1/1... Discriminator Loss: 1.1478... Generator Loss: 0.8804 Epoch 1/1... Discriminator Loss: 0.9670... Generator Loss: 1.4345
Epoch 1/1... Discriminator Loss: 0.8631... Generator Loss: 2.2558 Epoch 1/1... Discriminator Loss: 1.3231... Generator Loss: 0.9835 Epoch 1/1... Discriminator Loss: 0.7391... Generator Loss: 1.9310 Epoch 1/1... Discriminator Loss: 0.8743... Generator Loss: 1.4682 Epoch 1/1... Discriminator Loss: 0.7496... Generator Loss: 1.5691 Epoch 1/1... Discriminator Loss: 0.6614... Generator Loss: 1.5597 Epoch 1/1... Discriminator Loss: 0.8479... Generator Loss: 1.2571 Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 0.7458 Epoch 1/1... Discriminator Loss: 1.9484... Generator Loss: 0.2789 Epoch 1/1... Discriminator Loss: 0.8126... Generator Loss: 1.1756
Epoch 1/1... Discriminator Loss: 0.6280... Generator Loss: 1.9838 Epoch 1/1... Discriminator Loss: 0.3624... Generator Loss: 4.6729 Epoch 1/1... Discriminator Loss: 2.1630... Generator Loss: 0.2427 Epoch 1/1... Discriminator Loss: 2.3202... Generator Loss: 0.1769 Epoch 1/1... Discriminator Loss: 1.2705... Generator Loss: 0.6447 Epoch 1/1... Discriminator Loss: 2.6640... Generator Loss: 0.1390 Epoch 1/1... Discriminator Loss: 1.1361... Generator Loss: 0.7013 Epoch 1/1... Discriminator Loss: 1.2263... Generator Loss: 0.7084 Epoch 1/1... Discriminator Loss: 1.0901... Generator Loss: 0.9530 Epoch 1/1... Discriminator Loss: 1.4204... Generator Loss: 0.6985
Epoch 1/1... Discriminator Loss: 0.7984... Generator Loss: 1.5864 Epoch 1/1... Discriminator Loss: 2.0578... Generator Loss: 0.4309 Epoch 1/1... Discriminator Loss: 0.8178... Generator Loss: 3.3107 Epoch 1/1... Discriminator Loss: 0.7424... Generator Loss: 1.6308 Epoch 1/1... Discriminator Loss: 1.5358... Generator Loss: 0.5458 Epoch 1/1... Discriminator Loss: 1.1318... Generator Loss: 0.8018 Epoch 1/1... Discriminator Loss: 1.6372... Generator Loss: 0.4283 Epoch 1/1... Discriminator Loss: 4.7121... Generator Loss: 0.0190 Epoch 1/1... Discriminator Loss: 1.0529... Generator Loss: 0.8219 Epoch 1/1... Discriminator Loss: 1.4198... Generator Loss: 4.3442
Epoch 1/1... Discriminator Loss: 1.2396... Generator Loss: 0.5767 Epoch 1/1... Discriminator Loss: 2.4004... Generator Loss: 1.9683 Epoch 1/1... Discriminator Loss: 1.2722... Generator Loss: 0.5879 Epoch 1/1... Discriminator Loss: 3.4495... Generator Loss: 0.0597 Epoch 1/1... Discriminator Loss: 1.0648... Generator Loss: 1.0426 Epoch 1/1... Discriminator Loss: 0.7563... Generator Loss: 1.3561 Epoch 1/1... Discriminator Loss: 1.2126... Generator Loss: 0.8008 Epoch 1/1... Discriminator Loss: 1.9417... Generator Loss: 0.2668 Epoch 1/1... Discriminator Loss: 0.6826... Generator Loss: 2.2821 Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.9321
Epoch 1/1... Discriminator Loss: 1.1296... Generator Loss: 0.7257 Epoch 1/1... Discriminator Loss: 1.8312... Generator Loss: 0.3077 Epoch 1/1... Discriminator Loss: 1.1144... Generator Loss: 0.7166 Epoch 1/1... Discriminator Loss: 1.1389... Generator Loss: 0.7046 Epoch 1/1... Discriminator Loss: 1.5551... Generator Loss: 0.5141 Epoch 1/1... Discriminator Loss: 1.7922... Generator Loss: 0.3376 Epoch 1/1... Discriminator Loss: 0.7563... Generator Loss: 1.6917 Epoch 1/1... Discriminator Loss: 1.4534... Generator Loss: 0.5153 Epoch 1/1... Discriminator Loss: 0.7134... Generator Loss: 1.5111 Epoch 1/1... Discriminator Loss: 1.7121... Generator Loss: 0.4753
Epoch 1/1... Discriminator Loss: 1.4573... Generator Loss: 0.6188 Epoch 1/1... Discriminator Loss: 2.1129... Generator Loss: 0.2714 Epoch 1/1... Discriminator Loss: 1.7772... Generator Loss: 0.3359 Epoch 1/1... Discriminator Loss: 1.4206... Generator Loss: 0.7428 Epoch 1/1... Discriminator Loss: 1.1269... Generator Loss: 0.8930 Epoch 1/1... Discriminator Loss: 3.5975... Generator Loss: 0.0540 Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 0.9302 Epoch 1/1... Discriminator Loss: 2.1557... Generator Loss: 0.2520 Epoch 1/1... Discriminator Loss: 1.1835... Generator Loss: 0.7247 Epoch 1/1... Discriminator Loss: 1.5060... Generator Loss: 0.4695
Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.5052 Epoch 1/1... Discriminator Loss: 1.5765... Generator Loss: 0.5116 Epoch 1/1... Discriminator Loss: 1.1242... Generator Loss: 0.9118 Epoch 1/1... Discriminator Loss: 0.8914... Generator Loss: 1.1948 Epoch 1/1... Discriminator Loss: 0.8144... Generator Loss: 1.1784 Epoch 1/1... Discriminator Loss: 1.2632... Generator Loss: 0.6164 Epoch 1/1... Discriminator Loss: 2.1322... Generator Loss: 0.2360 Epoch 1/1... Discriminator Loss: 2.8307... Generator Loss: 0.1521 Epoch 1/1... Discriminator Loss: 1.6109... Generator Loss: 0.4160 Epoch 1/1... Discriminator Loss: 2.0618... Generator Loss: 0.3940
Epoch 1/1... Discriminator Loss: 3.8806... Generator Loss: 0.0571 Epoch 1/1... Discriminator Loss: 2.1285... Generator Loss: 0.3310 Epoch 1/1... Discriminator Loss: 2.0511... Generator Loss: 0.2524 Epoch 1/1... Discriminator Loss: 1.7241... Generator Loss: 0.3404 Epoch 1/1... Discriminator Loss: 1.4215... Generator Loss: 0.6167 Epoch 1/1... Discriminator Loss: 1.6420... Generator Loss: 0.5205 Epoch 1/1... Discriminator Loss: 0.9083... Generator Loss: 1.4660 Epoch 1/1... Discriminator Loss: 2.4607... Generator Loss: 0.1812 Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 0.9289 Epoch 1/1... Discriminator Loss: 0.8690... Generator Loss: 1.1309
Epoch 1/1... Discriminator Loss: 1.0903... Generator Loss: 0.7750 Epoch 1/1... Discriminator Loss: 2.7818... Generator Loss: 0.1544 Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 0.8236 Epoch 1/1... Discriminator Loss: 2.2582... Generator Loss: 0.2229 Epoch 1/1... Discriminator Loss: 0.6472... Generator Loss: 1.5880 Epoch 1/1... Discriminator Loss: 1.6037... Generator Loss: 0.3756 Epoch 1/1... Discriminator Loss: 1.9676... Generator Loss: 0.2934 Epoch 1/1... Discriminator Loss: 1.2333... Generator Loss: 0.8641 Epoch 1/1... Discriminator Loss: 2.7181... Generator Loss: 0.1367 Epoch 1/1... Discriminator Loss: 1.5744... Generator Loss: 0.4652
Epoch 1/1... Discriminator Loss: 1.4002... Generator Loss: 0.7542 Epoch 1/1... Discriminator Loss: 1.2231... Generator Loss: 0.7288 Epoch 1/1... Discriminator Loss: 1.8526... Generator Loss: 0.3732 Epoch 1/1... Discriminator Loss: 0.9942... Generator Loss: 1.1204 Epoch 1/1... Discriminator Loss: 2.0221... Generator Loss: 0.2650 Epoch 1/1... Discriminator Loss: 1.8749... Generator Loss: 0.3726 Epoch 1/1... Discriminator Loss: 1.7425... Generator Loss: 0.4405 Epoch 1/1... Discriminator Loss: 1.2027... Generator Loss: 0.6618 Epoch 1/1... Discriminator Loss: 1.1837... Generator Loss: 0.7931 Epoch 1/1... Discriminator Loss: 1.3489... Generator Loss: 0.6488
Epoch 1/1... Discriminator Loss: 1.3810... Generator Loss: 0.5070 Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.8539 Epoch 1/1... Discriminator Loss: 3.3419... Generator Loss: 0.1241 Epoch 1/1... Discriminator Loss: 2.0477... Generator Loss: 0.2706 Epoch 1/1... Discriminator Loss: 1.7308... Generator Loss: 0.5203 Epoch 1/1... Discriminator Loss: 1.1122... Generator Loss: 1.4276 Epoch 1/1... Discriminator Loss: 1.5562... Generator Loss: 0.4260 Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 1.5545 Epoch 1/1... Discriminator Loss: 2.2776... Generator Loss: 0.1958 Epoch 1/1... Discriminator Loss: 1.6424... Generator Loss: 0.3977
Epoch 1/1... Discriminator Loss: 1.5735... Generator Loss: 0.6160 Epoch 1/1... Discriminator Loss: 1.4230... Generator Loss: 0.6455 Epoch 1/1... Discriminator Loss: 1.6721... Generator Loss: 0.4397 Epoch 1/1... Discriminator Loss: 1.1326... Generator Loss: 0.8419 Epoch 1/1... Discriminator Loss: 1.1345... Generator Loss: 0.7594 Epoch 1/1... Discriminator Loss: 3.7226... Generator Loss: 0.0592 Epoch 1/1... Discriminator Loss: 1.9054... Generator Loss: 0.4620 Epoch 1/1... Discriminator Loss: 2.8260... Generator Loss: 0.1445 Epoch 1/1... Discriminator Loss: 1.6536... Generator Loss: 0.4110 Epoch 1/1... Discriminator Loss: 2.1585... Generator Loss: 0.2801
Epoch 1/1... Discriminator Loss: 1.5928... Generator Loss: 0.5224 Epoch 1/1... Discriminator Loss: 2.6620... Generator Loss: 0.1913 Epoch 1/1... Discriminator Loss: 1.3842... Generator Loss: 1.3299 Epoch 1/1... Discriminator Loss: 2.0535... Generator Loss: 0.2864 Epoch 1/1... Discriminator Loss: 2.1259... Generator Loss: 0.2478 Epoch 1/1... Discriminator Loss: 1.4355... Generator Loss: 0.6357 Epoch 1/1... Discriminator Loss: 2.1751... Generator Loss: 0.2699 Epoch 1/1... Discriminator Loss: 3.0926... Generator Loss: 0.1430 Epoch 1/1... Discriminator Loss: 1.8362... Generator Loss: 0.3161 Epoch 1/1... Discriminator Loss: 1.4548... Generator Loss: 0.7032
Epoch 1/1... Discriminator Loss: 2.1393... Generator Loss: 0.2336 Epoch 1/1... Discriminator Loss: 1.3927... Generator Loss: 0.7818 Epoch 1/1... Discriminator Loss: 3.1819... Generator Loss: 0.0851 Epoch 1/1... Discriminator Loss: 1.7091... Generator Loss: 0.4477 Epoch 1/1... Discriminator Loss: 1.8191... Generator Loss: 0.3678 Epoch 1/1... Discriminator Loss: 1.6184... Generator Loss: 0.4657 Epoch 1/1... Discriminator Loss: 2.2777... Generator Loss: 0.1944 Epoch 1/1... Discriminator Loss: 3.5314... Generator Loss: 0.0573 Epoch 1/1... Discriminator Loss: 2.1076... Generator Loss: 0.2545 Epoch 1/1... Discriminator Loss: 1.5436... Generator Loss: 0.5340
Epoch 1/1... Discriminator Loss: 1.9177... Generator Loss: 0.3975 Epoch 1/1... Discriminator Loss: 2.4682... Generator Loss: 0.2536 Epoch 1/1... Discriminator Loss: 2.8521... Generator Loss: 0.1522 Epoch 1/1... Discriminator Loss: 2.7875... Generator Loss: 0.1323 Epoch 1/1... Discriminator Loss: 3.7696... Generator Loss: 0.0550 Epoch 1/1... Discriminator Loss: 3.7918... Generator Loss: 0.0799 Epoch 1/1... Discriminator Loss: 2.0360... Generator Loss: 0.2931 Epoch 1/1... Discriminator Loss: 2.1865... Generator Loss: 0.2460 Epoch 1/1... Discriminator Loss: 1.9961... Generator Loss: 0.2891 Epoch 1/1... Discriminator Loss: 2.1509... Generator Loss: 0.2751
Epoch 1/1... Discriminator Loss: 1.3833... Generator Loss: 0.6145 Epoch 1/1... Discriminator Loss: 2.7695... Generator Loss: 0.1903 Epoch 1/1... Discriminator Loss: 2.9576... Generator Loss: 0.1250 Epoch 1/1... Discriminator Loss: 1.3187... Generator Loss: 0.8636 Epoch 1/1... Discriminator Loss: 1.8531... Generator Loss: 0.2999 Epoch 1/1... Discriminator Loss: 3.0028... Generator Loss: 0.1149 Epoch 1/1... Discriminator Loss: 2.5489... Generator Loss: 0.1645 Epoch 1/1... Discriminator Loss: 0.8329... Generator Loss: 2.0688 Epoch 1/1... Discriminator Loss: 1.6980... Generator Loss: 0.3385 Epoch 1/1... Discriminator Loss: 2.1550... Generator Loss: 0.2739
Epoch 1/1... Discriminator Loss: 4.0468... Generator Loss: 0.0366 Epoch 1/1... Discriminator Loss: 3.1498... Generator Loss: 0.0907 Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 0.6577 Epoch 1/1... Discriminator Loss: 1.2483... Generator Loss: 0.7025 Epoch 1/1... Discriminator Loss: 1.8155... Generator Loss: 0.4538 Epoch 1/1... Discriminator Loss: 1.6486... Generator Loss: 0.4634 Epoch 1/1... Discriminator Loss: 2.2947... Generator Loss: 0.2326 Epoch 1/1... Discriminator Loss: 1.5832... Generator Loss: 0.4312 Epoch 1/1... Discriminator Loss: 1.8076... Generator Loss: 0.3369 Epoch 1/1... Discriminator Loss: 1.0326... Generator Loss: 1.0500
Epoch 1/1... Discriminator Loss: 2.5667... Generator Loss: 0.1907 Epoch 1/1... Discriminator Loss: 1.6392... Generator Loss: 0.4868 Epoch 1/1... Discriminator Loss: 1.3523... Generator Loss: 0.5636 Epoch 1/1... Discriminator Loss: 1.4017... Generator Loss: 0.6411 Epoch 1/1... Discriminator Loss: 1.7686... Generator Loss: 0.3163 Epoch 1/1... Discriminator Loss: 2.0403... Generator Loss: 0.2498 Epoch 1/1... Discriminator Loss: 3.2805... Generator Loss: 0.0757 Epoch 1/1... Discriminator Loss: 2.3581... Generator Loss: 0.2316 Epoch 1/1... Discriminator Loss: 1.4897... Generator Loss: 0.6122 Epoch 1/1... Discriminator Loss: 2.7088... Generator Loss: 0.2334
Epoch 1/1... Discriminator Loss: 2.2912... Generator Loss: 0.2883 Epoch 1/1... Discriminator Loss: 2.5133... Generator Loss: 0.1581 Epoch 1/1... Discriminator Loss: 1.4752... Generator Loss: 0.5374 Epoch 1/1... Discriminator Loss: 2.8845... Generator Loss: 0.1510 Epoch 1/1... Discriminator Loss: 2.1622... Generator Loss: 0.2239 Epoch 1/1... Discriminator Loss: 2.1791... Generator Loss: 0.2441 Epoch 1/1... Discriminator Loss: 4.0597... Generator Loss: 0.0323 Epoch 1/1... Discriminator Loss: 2.5024... Generator Loss: 0.1413 Epoch 1/1... Discriminator Loss: 1.1527... Generator Loss: 0.8103 Epoch 1/1... Discriminator Loss: 2.9925... Generator Loss: 0.1009
Epoch 1/1... Discriminator Loss: 1.7951... Generator Loss: 0.3589 Epoch 1/1... Discriminator Loss: 1.4803... Generator Loss: 0.7479 Epoch 1/1... Discriminator Loss: 1.7796... Generator Loss: 0.3572 Epoch 1/1... Discriminator Loss: 1.0995... Generator Loss: 1.4482 Epoch 1/1... Discriminator Loss: 2.3360... Generator Loss: 0.2241 Epoch 1/1... Discriminator Loss: 2.3078... Generator Loss: 0.1941 Epoch 1/1... Discriminator Loss: 2.0979... Generator Loss: 0.3605 Epoch 1/1... Discriminator Loss: 3.7234... Generator Loss: 0.0477 Epoch 1/1... Discriminator Loss: 1.9939... Generator Loss: 0.3810 Epoch 1/1... Discriminator Loss: 2.6738... Generator Loss: 0.2020
Epoch 1/1... Discriminator Loss: 1.5863... Generator Loss: 0.5139 Epoch 1/1... Discriminator Loss: 1.7203... Generator Loss: 0.4490 Epoch 1/1... Discriminator Loss: 3.4685... Generator Loss: 0.0798 Epoch 1/1... Discriminator Loss: 2.7517... Generator Loss: 0.1755 Epoch 1/1... Discriminator Loss: 3.8152... Generator Loss: 0.0466 Epoch 1/1... Discriminator Loss: 2.2155... Generator Loss: 0.2351 Epoch 1/1... Discriminator Loss: 2.9321... Generator Loss: 0.1036 Epoch 1/1... Discriminator Loss: 4.3216... Generator Loss: 0.0292 Epoch 1/1... Discriminator Loss: 2.8861... Generator Loss: 0.0962 Epoch 1/1... Discriminator Loss: 2.9911... Generator Loss: 0.1218
Epoch 1/1... Discriminator Loss: 2.6668... Generator Loss: 0.1741 Epoch 1/1... Discriminator Loss: 1.6135... Generator Loss: 0.4248 Epoch 1/1... Discriminator Loss: 1.8646... Generator Loss: 0.3143 Epoch 1/1... Discriminator Loss: 2.1149... Generator Loss: 0.2268 Epoch 1/1... Discriminator Loss: 2.4799... Generator Loss: 0.1601 Epoch 1/1... Discriminator Loss: 1.6476... Generator Loss: 0.4390 Epoch 1/1... Discriminator Loss: 1.3501... Generator Loss: 0.6777 Epoch 1/1... Discriminator Loss: 1.9437... Generator Loss: 0.3278 Epoch 1/1... Discriminator Loss: 2.2050... Generator Loss: 0.2485 Epoch 1/1... Discriminator Loss: 1.3372... Generator Loss: 1.4652
Epoch 1/1... Discriminator Loss: 2.5923... Generator Loss: 0.1624 Epoch 1/1... Discriminator Loss: 1.4332... Generator Loss: 0.6103 Epoch 1/1... Discriminator Loss: 1.8440... Generator Loss: 0.4051 Epoch 1/1... Discriminator Loss: 1.9085... Generator Loss: 0.3675 Epoch 1/1... Discriminator Loss: 2.4447... Generator Loss: 0.2050 Epoch 1/1... Discriminator Loss: 4.6963... Generator Loss: 0.0203 Epoch 1/1... Discriminator Loss: 1.9838... Generator Loss: 0.3687 Epoch 1/1... Discriminator Loss: 2.2167... Generator Loss: 0.2887 Epoch 1/1... Discriminator Loss: 2.8819... Generator Loss: 0.1428 Epoch 1/1... Discriminator Loss: 2.0016... Generator Loss: 0.3019
Epoch 1/1... Discriminator Loss: 3.5019... Generator Loss: 0.0735 Epoch 1/1... Discriminator Loss: 4.2575... Generator Loss: 0.0282 Epoch 1/1... Discriminator Loss: 1.9289... Generator Loss: 0.4566 Epoch 1/1... Discriminator Loss: 2.4046... Generator Loss: 0.2250 Epoch 1/1... Discriminator Loss: 2.2135... Generator Loss: 0.2302 Epoch 1/1... Discriminator Loss: 1.8919... Generator Loss: 0.3403 Epoch 1/1... Discriminator Loss: 4.3945... Generator Loss: 0.0255 Epoch 1/1... Discriminator Loss: 2.4526... Generator Loss: 0.2058 Epoch 1/1... Discriminator Loss: 1.5129... Generator Loss: 0.7100 Epoch 1/1... Discriminator Loss: 2.4112... Generator Loss: 0.2004
Epoch 1/1... Discriminator Loss: 2.1098... Generator Loss: 0.2620 Epoch 1/1... Discriminator Loss: 3.2887... Generator Loss: 0.0889 Epoch 1/1... Discriminator Loss: 2.4637... Generator Loss: 0.2684 Epoch 1/1... Discriminator Loss: 2.6781... Generator Loss: 0.1423 Epoch 1/1... Discriminator Loss: 1.9034... Generator Loss: 0.3355 Epoch 1/1... Discriminator Loss: 2.2214... Generator Loss: 0.2490 Epoch 1/1... Discriminator Loss: 2.3095... Generator Loss: 0.2160 Epoch 1/1... Discriminator Loss: 2.3576... Generator Loss: 0.2062 Epoch 1/1... Discriminator Loss: 1.7965... Generator Loss: 0.3604 Epoch 1/1... Discriminator Loss: 2.1698... Generator Loss: 0.2495
Epoch 1/1... Discriminator Loss: 2.4480... Generator Loss: 0.1788 Epoch 1/1... Discriminator Loss: 5.1384... Generator Loss: 0.0122 Epoch 1/1... Discriminator Loss: 2.3146... Generator Loss: 0.2753 Epoch 1/1... Discriminator Loss: 3.3346... Generator Loss: 0.0788 Epoch 1/1... Discriminator Loss: 4.2810... Generator Loss: 0.0275 Epoch 1/1... Discriminator Loss: 2.6830... Generator Loss: 0.1531 Epoch 1/1... Discriminator Loss: 2.6960... Generator Loss: 0.1315 Epoch 1/1... Discriminator Loss: 2.5886... Generator Loss: 0.1709 Epoch 1/1... Discriminator Loss: 3.7442... Generator Loss: 0.0426 Epoch 1/1... Discriminator Loss: 5.4288... Generator Loss: 0.0095
Epoch 1/1... Discriminator Loss: 3.4001... Generator Loss: 0.0738 Epoch 1/1... Discriminator Loss: 2.6086... Generator Loss: 0.1378 Epoch 1/1... Discriminator Loss: 2.9386... Generator Loss: 0.1229 Epoch 1/1... Discriminator Loss: 4.1221... Generator Loss: 0.0416 Epoch 1/1... Discriminator Loss: 2.7814... Generator Loss: 0.1308 Epoch 1/1... Discriminator Loss: 3.3528... Generator Loss: 0.0715 Epoch 1/1... Discriminator Loss: 2.1267... Generator Loss: 0.2721 Epoch 1/1... Discriminator Loss: 1.5986... Generator Loss: 0.4387 Epoch 1/1... Discriminator Loss: 2.1291... Generator Loss: 0.2910 Epoch 1/1... Discriminator Loss: 2.9612... Generator Loss: 0.1036
Epoch 1/1... Discriminator Loss: 1.1011... Generator Loss: 1.2471 Epoch 1/1... Discriminator Loss: 2.9270... Generator Loss: 0.1455 Epoch 1/1... Discriminator Loss: 1.9298... Generator Loss: 0.3519 Epoch 1/1... Discriminator Loss: 2.3020... Generator Loss: 0.1948 Epoch 1/1... Discriminator Loss: 1.9333... Generator Loss: 0.3072 Epoch 1/1... Discriminator Loss: 4.2601... Generator Loss: 0.0238 Epoch 1/1... Discriminator Loss: 2.8416... Generator Loss: 0.1303 Epoch 1/1... Discriminator Loss: 1.8707... Generator Loss: 0.3275 Epoch 1/1... Discriminator Loss: 3.8726... Generator Loss: 0.0419 Epoch 1/1... Discriminator Loss: 2.3561... Generator Loss: 0.1887
Epoch 1/1... Discriminator Loss: 3.8031... Generator Loss: 0.0484 Epoch 1/1... Discriminator Loss: 1.9685... Generator Loss: 0.2682 Epoch 1/1... Discriminator Loss: 3.8943... Generator Loss: 0.0432 Epoch 1/1... Discriminator Loss: 2.1759... Generator Loss: 0.2152 Epoch 1/1... Discriminator Loss: 3.0428... Generator Loss: 0.0846 Epoch 1/1... Discriminator Loss: 3.1006... Generator Loss: 0.1202 Epoch 1/1... Discriminator Loss: 1.6300... Generator Loss: 0.4296 Epoch 1/1... Discriminator Loss: 2.1801... Generator Loss: 0.2009 Epoch 1/1... Discriminator Loss: 4.0984... Generator Loss: 0.0301 Epoch 1/1... Discriminator Loss: 1.5187... Generator Loss: 0.9469
Epoch 1/1... Discriminator Loss: 2.7679... Generator Loss: 0.1498 Epoch 1/1... Discriminator Loss: 2.6518... Generator Loss: 0.1622 Epoch 1/1... Discriminator Loss: 2.5558... Generator Loss: 0.1740 Epoch 1/1... Discriminator Loss: 1.9942... Generator Loss: 0.2537 Epoch 1/1... Discriminator Loss: 1.7640... Generator Loss: 0.3416 Epoch 1/1... Discriminator Loss: 2.5473... Generator Loss: 0.1701 Epoch 1/1... Discriminator Loss: 3.3525... Generator Loss: 0.0727 Epoch 1/1... Discriminator Loss: 3.0284... Generator Loss: 0.1071 Epoch 1/1... Discriminator Loss: 2.5678... Generator Loss: 0.1504 Epoch 1/1... Discriminator Loss: 3.0501... Generator Loss: 0.1025
Epoch 1/1... Discriminator Loss: 2.6076... Generator Loss: 0.1254 Epoch 1/1... Discriminator Loss: 2.1900... Generator Loss: 0.2384 Epoch 1/1... Discriminator Loss: 2.4506... Generator Loss: 0.1554 Epoch 1/1... Discriminator Loss: 2.2109... Generator Loss: 0.2262 Epoch 1/1... Discriminator Loss: 2.2095... Generator Loss: 0.2945 Epoch 1/1... Discriminator Loss: 1.9159... Generator Loss: 0.3588 Epoch 1/1... Discriminator Loss: 1.8157... Generator Loss: 0.3556 Epoch 1/1... Discriminator Loss: 2.0374... Generator Loss: 0.6935 Epoch 1/1... Discriminator Loss: 2.4259... Generator Loss: 0.1766 Epoch 1/1... Discriminator Loss: 2.8167... Generator Loss: 0.1313
Epoch 1/1... Discriminator Loss: 2.5255... Generator Loss: 0.1873 Epoch 1/1... Discriminator Loss: 2.7217... Generator Loss: 0.1316 Epoch 1/1... Discriminator Loss: 2.2610... Generator Loss: 0.2546 Epoch 1/1... Discriminator Loss: 4.1393... Generator Loss: 0.0351 Epoch 1/1... Discriminator Loss: 2.1160... Generator Loss: 0.2432 Epoch 1/1... Discriminator Loss: 2.6693... Generator Loss: 0.1727 Epoch 1/1... Discriminator Loss: 1.9429... Generator Loss: 0.3818 Epoch 1/1... Discriminator Loss: 2.5620... Generator Loss: 0.1551 Epoch 1/1... Discriminator Loss: 2.3875... Generator Loss: 0.1641 Epoch 1/1... Discriminator Loss: 1.6684... Generator Loss: 0.4294
Epoch 1/1... Discriminator Loss: 2.7948... Generator Loss: 0.1185 Epoch 1/1... Discriminator Loss: 3.2013... Generator Loss: 0.1066 Epoch 1/1... Discriminator Loss: 2.6000... Generator Loss: 0.1400 Epoch 1/1... Discriminator Loss: 2.2126... Generator Loss: 0.2219 Epoch 1/1... Discriminator Loss: 4.9479... Generator Loss: 0.0165 Epoch 1/1... Discriminator Loss: 2.3480... Generator Loss: 0.2434 Epoch 1/1... Discriminator Loss: 2.2142... Generator Loss: 0.2968 Epoch 1/1... Discriminator Loss: 2.9965... Generator Loss: 0.1436 Epoch 1/1... Discriminator Loss: 3.9102... Generator Loss: 0.0355 Epoch 1/1... Discriminator Loss: 2.8634... Generator Loss: 0.1199
Epoch 1/1... Discriminator Loss: 1.9221... Generator Loss: 0.3202 Epoch 1/1... Discriminator Loss: 2.3342... Generator Loss: 0.1948 Epoch 1/1... Discriminator Loss: 2.4387... Generator Loss: 0.1834 Epoch 1/1... Discriminator Loss: 3.3984... Generator Loss: 0.0665 Epoch 1/1... Discriminator Loss: 4.9088... Generator Loss: 0.0149 Epoch 1/1... Discriminator Loss: 2.6740... Generator Loss: 0.1681 Epoch 1/1... Discriminator Loss: 1.9151... Generator Loss: 0.4476 Epoch 1/1... Discriminator Loss: 1.9651... Generator Loss: 0.2767 Epoch 1/1... Discriminator Loss: 1.8366... Generator Loss: 0.3135 Epoch 1/1... Discriminator Loss: 2.7587... Generator Loss: 0.1530
Epoch 1/1... Discriminator Loss: 2.3153... Generator Loss: 0.2123 Epoch 1/1... Discriminator Loss: 3.2154... Generator Loss: 0.0768 Epoch 1/1... Discriminator Loss: 2.4351... Generator Loss: 0.1875 Epoch 1/1... Discriminator Loss: 3.0355... Generator Loss: 0.0958 Epoch 1/1... Discriminator Loss: 2.2187... Generator Loss: 0.2611 Epoch 1/1... Discriminator Loss: 3.9344... Generator Loss: 0.0395 Epoch 1/1... Discriminator Loss: 3.6456... Generator Loss: 0.0529 Epoch 1/1... Discriminator Loss: 2.0437... Generator Loss: 0.3036 Epoch 1/1... Discriminator Loss: 3.0667... Generator Loss: 0.1275 Epoch 1/1... Discriminator Loss: 2.4286... Generator Loss: 0.1986
Epoch 1/1... Discriminator Loss: 2.1705... Generator Loss: 0.2308 Epoch 1/1... Discriminator Loss: 3.4269... Generator Loss: 0.0692 Epoch 1/1... Discriminator Loss: 2.3932... Generator Loss: 0.1881 Epoch 1/1... Discriminator Loss: 4.1147... Generator Loss: 0.0301 Epoch 1/1... Discriminator Loss: 3.1818... Generator Loss: 0.0760 Epoch 1/1... Discriminator Loss: 2.2038... Generator Loss: 0.2493 Epoch 1/1... Discriminator Loss: 2.6141... Generator Loss: 0.1863 Epoch 1/1... Discriminator Loss: 3.6736... Generator Loss: 0.0489 Epoch 1/1... Discriminator Loss: 2.8802... Generator Loss: 0.1033 Epoch 1/1... Discriminator Loss: 2.2489... Generator Loss: 0.2002
Epoch 1/1... Discriminator Loss: 3.6762... Generator Loss: 0.0549 Epoch 1/1... Discriminator Loss: 2.5316... Generator Loss: 0.1604 Epoch 1/1... Discriminator Loss: 4.1596... Generator Loss: 0.0353 Epoch 1/1... Discriminator Loss: 2.3455... Generator Loss: 0.1835 Epoch 1/1... Discriminator Loss: 1.6507... Generator Loss: 0.5918 Epoch 1/1... Discriminator Loss: 3.4179... Generator Loss: 0.0756 Epoch 1/1... Discriminator Loss: 2.1032... Generator Loss: 0.2533 Epoch 1/1... Discriminator Loss: 2.3345... Generator Loss: 0.2315 Epoch 1/1... Discriminator Loss: 2.1643... Generator Loss: 0.2242 Epoch 1/1... Discriminator Loss: 1.7032... Generator Loss: 0.3992
Epoch 1/1... Discriminator Loss: 1.5553... Generator Loss: 0.5205 Epoch 1/1... Discriminator Loss: 2.8142... Generator Loss: 0.1170 Epoch 1/1... Discriminator Loss: 3.5401... Generator Loss: 0.0545 Epoch 1/1... Discriminator Loss: 2.5384... Generator Loss: 0.1755 Epoch 1/1... Discriminator Loss: 3.7051... Generator Loss: 0.0580 Epoch 1/1... Discriminator Loss: 1.8016... Generator Loss: 0.6696 Epoch 1/1... Discriminator Loss: 2.2115... Generator Loss: 0.2558 Epoch 1/1... Discriminator Loss: 2.1375... Generator Loss: 0.2407 Epoch 1/1... Discriminator Loss: 1.4611... Generator Loss: 0.5644 Epoch 1/1... Discriminator Loss: 2.8749... Generator Loss: 0.1071
Epoch 1/1... Discriminator Loss: 2.0375... Generator Loss: 0.3313 Epoch 1/1... Discriminator Loss: 2.7524... Generator Loss: 0.1183 Epoch 1/1... Discriminator Loss: 5.0455... Generator Loss: 0.0142 Epoch 1/1... Discriminator Loss: 3.8053... Generator Loss: 0.0405 Epoch 1/1... Discriminator Loss: 3.4297... Generator Loss: 0.0546 Epoch 1/1... Discriminator Loss: 3.1484... Generator Loss: 0.0877 Epoch 1/1... Discriminator Loss: 4.7391... Generator Loss: 0.0173 Epoch 1/1... Discriminator Loss: 2.9463... Generator Loss: 0.1003 Epoch 1/1... Discriminator Loss: 3.8708... Generator Loss: 0.0484 Epoch 1/1... Discriminator Loss: 3.5276... Generator Loss: 0.0690
Epoch 1/1... Discriminator Loss: 2.6355... Generator Loss: 0.2037 Epoch 1/1... Discriminator Loss: 2.5169... Generator Loss: 0.2141 Epoch 1/1... Discriminator Loss: 2.4545... Generator Loss: 0.1764 Epoch 1/1... Discriminator Loss: 3.4809... Generator Loss: 0.1058 Epoch 1/1... Discriminator Loss: 1.9578... Generator Loss: 0.3918 Epoch 1/1... Discriminator Loss: 3.6803... Generator Loss: 0.0646 Epoch 1/1... Discriminator Loss: 2.7898... Generator Loss: 0.1131 Epoch 1/1... Discriminator Loss: 2.5528... Generator Loss: 0.1548 Epoch 1/1... Discriminator Loss: 3.7295... Generator Loss: 0.0438 Epoch 1/1... Discriminator Loss: 5.2829... Generator Loss: 0.0103
Epoch 1/1... Discriminator Loss: 2.2224... Generator Loss: 0.2568 Epoch 1/1... Discriminator Loss: 2.0178... Generator Loss: 0.2791 Epoch 1/1... Discriminator Loss: 2.8310... Generator Loss: 0.1213 Epoch 1/1... Discriminator Loss: 2.5374... Generator Loss: 0.1529 Epoch 1/1... Discriminator Loss: 2.4924... Generator Loss: 0.1629 Epoch 1/1... Discriminator Loss: 2.2998... Generator Loss: 0.2331 Epoch 1/1... Discriminator Loss: 3.1428... Generator Loss: 0.0824 Epoch 1/1... Discriminator Loss: 3.3023... Generator Loss: 0.0758 Epoch 1/1... Discriminator Loss: 5.5268... Generator Loss: 0.0092 Epoch 1/1... Discriminator Loss: 2.9500... Generator Loss: 0.1017
Epoch 1/1... Discriminator Loss: 2.3000... Generator Loss: 0.2183 Epoch 1/1... Discriminator Loss: 2.5980... Generator Loss: 0.1469 Epoch 1/1... Discriminator Loss: 2.8667... Generator Loss: 0.1222 Epoch 1/1... Discriminator Loss: 2.7051... Generator Loss: 0.1250 Epoch 1/1... Discriminator Loss: 2.2154... Generator Loss: 0.2513 Epoch 1/1... Discriminator Loss: 1.3210... Generator Loss: 0.6497 Epoch 1/1... Discriminator Loss: 1.9532... Generator Loss: 0.3042 Epoch 1/1... Discriminator Loss: 3.4168... Generator Loss: 0.0738 Epoch 1/1... Discriminator Loss: 1.5091... Generator Loss: 0.4540 Epoch 1/1... Discriminator Loss: 3.5648... Generator Loss: 0.0525
Epoch 1/1... Discriminator Loss: 2.5863... Generator Loss: 0.1547 Epoch 1/1... Discriminator Loss: 4.5139... Generator Loss: 0.0264 Epoch 1/1... Discriminator Loss: 2.8445... Generator Loss: 0.1205 Epoch 1/1... Discriminator Loss: 2.3177... Generator Loss: 0.2143 Epoch 1/1... Discriminator Loss: 2.6699... Generator Loss: 0.1408 Epoch 1/1... Discriminator Loss: 2.2726... Generator Loss: 0.2442 Epoch 1/1... Discriminator Loss: 3.4566... Generator Loss: 0.0746 Epoch 1/1... Discriminator Loss: 2.3973... Generator Loss: 0.1870 Epoch 1/1... Discriminator Loss: 2.6228... Generator Loss: 0.1318 Epoch 1/1... Discriminator Loss: 2.3088... Generator Loss: 0.2682
Epoch 1/1... Discriminator Loss: 4.7645... Generator Loss: 0.0171 Epoch 1/1... Discriminator Loss: 2.2549... Generator Loss: 0.2157 Epoch 1/1... Discriminator Loss: 1.9189... Generator Loss: 0.2881 Epoch 1/1... Discriminator Loss: 4.4162... Generator Loss: 0.0223 Epoch 1/1... Discriminator Loss: 3.3673... Generator Loss: 0.0768 Epoch 1/1... Discriminator Loss: 2.7539... Generator Loss: 0.1659 Epoch 1/1... Discriminator Loss: 2.4759... Generator Loss: 0.1750 Epoch 1/1... Discriminator Loss: 3.3187... Generator Loss: 0.0813 Epoch 1/1... Discriminator Loss: 2.3095... Generator Loss: 0.2642 Epoch 1/1... Discriminator Loss: 1.6934... Generator Loss: 0.7652
Epoch 1/1... Discriminator Loss: 3.2558... Generator Loss: 0.0753 Epoch 1/1... Discriminator Loss: 3.3319... Generator Loss: 0.0666 Epoch 1/1... Discriminator Loss: 1.8146... Generator Loss: 0.4486 Epoch 1/1... Discriminator Loss: 2.8711... Generator Loss: 0.1152 Epoch 1/1... Discriminator Loss: 2.6078... Generator Loss: 0.1597 Epoch 1/1... Discriminator Loss: 3.4143... Generator Loss: 0.0839 Epoch 1/1... Discriminator Loss: 2.5424... Generator Loss: 0.1707 Epoch 1/1... Discriminator Loss: 2.1522... Generator Loss: 0.2799 Epoch 1/1... Discriminator Loss: 3.0538... Generator Loss: 0.1000 Epoch 1/1... Discriminator Loss: 2.6352... Generator Loss: 0.1169
Epoch 1/1... Discriminator Loss: 3.8783... Generator Loss: 0.0422 Epoch 1/1... Discriminator Loss: 3.2985... Generator Loss: 0.0657 Epoch 1/1... Discriminator Loss: 2.4231... Generator Loss: 0.1884 Epoch 1/1... Discriminator Loss: 2.3422... Generator Loss: 0.2120 Epoch 1/1... Discriminator Loss: 3.1259... Generator Loss: 0.0953 Epoch 1/1... Discriminator Loss: 2.5663... Generator Loss: 0.1398 Epoch 1/1... Discriminator Loss: 3.1384... Generator Loss: 0.0838 Epoch 1/1... Discriminator Loss: 4.5902... Generator Loss: 0.0197 Epoch 1/1... Discriminator Loss: 1.7696... Generator Loss: 0.4767 Epoch 1/1... Discriminator Loss: 4.4305... Generator Loss: 0.0253
Epoch 1/1... Discriminator Loss: 3.0367... Generator Loss: 0.0856 Epoch 1/1... Discriminator Loss: 3.4412... Generator Loss: 0.0569 Epoch 1/1... Discriminator Loss: 4.2276... Generator Loss: 0.0284 Epoch 1/1... Discriminator Loss: 3.0352... Generator Loss: 0.0980 Epoch 1/1... Discriminator Loss: 3.3280... Generator Loss: 0.0872 Epoch 1/1... Discriminator Loss: 2.5869... Generator Loss: 0.1716 Epoch 1/1... Discriminator Loss: 2.6627... Generator Loss: 0.1967 Epoch 1/1... Discriminator Loss: 4.3039... Generator Loss: 0.0314 Epoch 1/1... Discriminator Loss: 4.2807... Generator Loss: 0.0368 Epoch 1/1... Discriminator Loss: 3.9924... Generator Loss: 0.0319
Epoch 1/1... Discriminator Loss: 3.3067... Generator Loss: 0.0737 Epoch 1/1... Discriminator Loss: 2.4362... Generator Loss: 0.1870 Epoch 1/1... Discriminator Loss: 2.0101... Generator Loss: 0.2573 Epoch 1/1... Discriminator Loss: 2.9450... Generator Loss: 0.1206 Epoch 1/1... Discriminator Loss: 4.5099... Generator Loss: 0.0270 Epoch 1/1... Discriminator Loss: 2.6887... Generator Loss: 0.1336 Epoch 1/1... Discriminator Loss: 3.2296... Generator Loss: 0.0653 Epoch 1/1... Discriminator Loss: 2.2502... Generator Loss: 0.7016 Epoch 1/1... Discriminator Loss: 3.9533... Generator Loss: 0.0374 Epoch 1/1... Discriminator Loss: 2.8714... Generator Loss: 0.1174
Epoch 1/1... Discriminator Loss: 2.1406... Generator Loss: 0.2661 Epoch 1/1... Discriminator Loss: 3.6719... Generator Loss: 0.0504 Epoch 1/1... Discriminator Loss: 3.0612... Generator Loss: 0.1069 Epoch 1/1... Discriminator Loss: 2.1923... Generator Loss: 0.2342 Epoch 1/1... Discriminator Loss: 2.0023... Generator Loss: 0.3025 Epoch 1/1... Discriminator Loss: 2.1760... Generator Loss: 0.2886 Epoch 1/1... Discriminator Loss: 1.9864... Generator Loss: 0.3476 Epoch 1/1... Discriminator Loss: 4.4271... Generator Loss: 0.0258 Epoch 1/1... Discriminator Loss: 2.7596... Generator Loss: 0.1113 Epoch 1/1... Discriminator Loss: 2.7314... Generator Loss: 0.1302
Epoch 1/1... Discriminator Loss: 2.7580... Generator Loss: 0.1296 Epoch 1/1... Discriminator Loss: 3.5777... Generator Loss: 0.0483 Epoch 1/1... Discriminator Loss: 3.4775... Generator Loss: 0.0660 Epoch 1/1... Discriminator Loss: 2.3342... Generator Loss: 0.1887 Epoch 1/1... Discriminator Loss: 2.2211... Generator Loss: 0.2416 Epoch 1/1... Discriminator Loss: 2.8074... Generator Loss: 0.1573 Epoch 1/1... Discriminator Loss: 4.6754... Generator Loss: 0.0168 Epoch 1/1... Discriminator Loss: 3.8999... Generator Loss: 0.0431 Epoch 1/1... Discriminator Loss: 2.9807... Generator Loss: 0.1404 Epoch 1/1... Discriminator Loss: 3.7754... Generator Loss: 0.0442
Epoch 1/1... Discriminator Loss: 2.9011... Generator Loss: 0.1176 Epoch 1/1... Discriminator Loss: 3.3834... Generator Loss: 0.0822 Epoch 1/1... Discriminator Loss: 4.4460... Generator Loss: 0.0220 Epoch 1/1... Discriminator Loss: 2.1921... Generator Loss: 0.2119 Epoch 1/1... Discriminator Loss: 2.2780... Generator Loss: 0.2168 Epoch 1/1... Discriminator Loss: 3.9996... Generator Loss: 0.0413 Epoch 1/1... Discriminator Loss: 2.3222... Generator Loss: 0.2413 Epoch 1/1... Discriminator Loss: 1.0862... Generator Loss: 1.1268 Epoch 1/1... Discriminator Loss: 1.7968... Generator Loss: 0.4390 Epoch 1/1... Discriminator Loss: 4.3706... Generator Loss: 0.0238
Epoch 1/1... Discriminator Loss: 2.2807... Generator Loss: 0.2078 Epoch 1/1... Discriminator Loss: 3.0262... Generator Loss: 0.1086 Epoch 1/1... Discriminator Loss: 2.5578... Generator Loss: 0.1543 Epoch 1/1... Discriminator Loss: 2.5056... Generator Loss: 0.1947 Epoch 1/1... Discriminator Loss: 2.5582... Generator Loss: 0.1629 Epoch 1/1... Discriminator Loss: 2.8682... Generator Loss: 0.1081 Epoch 1/1... Discriminator Loss: 2.3544... Generator Loss: 0.1871 Epoch 1/1... Discriminator Loss: 3.5107... Generator Loss: 0.0556 Epoch 1/1... Discriminator Loss: 1.5850... Generator Loss: 0.4502 Epoch 1/1... Discriminator Loss: 1.7187... Generator Loss: 0.4303
Epoch 1/1... Discriminator Loss: 2.7457... Generator Loss: 0.1326 Epoch 1/1... Discriminator Loss: 3.1044... Generator Loss: 0.0799 Epoch 1/1... Discriminator Loss: 1.9927... Generator Loss: 0.2439 Epoch 1/1... Discriminator Loss: 4.4946... Generator Loss: 0.0205 Epoch 1/1... Discriminator Loss: 2.6743... Generator Loss: 0.1344 Epoch 1/1... Discriminator Loss: 2.7837... Generator Loss: 0.1269 Epoch 1/1... Discriminator Loss: 2.1741... Generator Loss: 0.2104 Epoch 1/1... Discriminator Loss: 3.8725... Generator Loss: 0.0480 Epoch 1/1... Discriminator Loss: 2.8501... Generator Loss: 0.1078 Epoch 1/1... Discriminator Loss: 3.2626... Generator Loss: 0.0767
Epoch 1/1... Discriminator Loss: 3.4991... Generator Loss: 0.0660 Epoch 1/1... Discriminator Loss: 2.0919... Generator Loss: 0.2252 Epoch 1/1... Discriminator Loss: 3.0600... Generator Loss: 0.0898 Epoch 1/1... Discriminator Loss: 2.1934... Generator Loss: 0.2315 Epoch 1/1... Discriminator Loss: 2.4811... Generator Loss: 0.1813 Epoch 1/1... Discriminator Loss: 2.4701... Generator Loss: 0.2954 Epoch 1/1... Discriminator Loss: 4.0911... Generator Loss: 0.0347 Epoch 1/1... Discriminator Loss: 1.9925... Generator Loss: 0.2731 Epoch 1/1... Discriminator Loss: 4.0181... Generator Loss: 3.4235 Epoch 1/1... Discriminator Loss: 3.4319... Generator Loss: 0.0668
Epoch 1/1... Discriminator Loss: 3.4301... Generator Loss: 0.0564 Epoch 1/1... Discriminator Loss: 2.5720... Generator Loss: 0.1554 Epoch 1/1... Discriminator Loss: 2.3730... Generator Loss: 0.1809 Epoch 1/1... Discriminator Loss: 3.5475... Generator Loss: 0.0608 Epoch 1/1... Discriminator Loss: 1.8060... Generator Loss: 0.7237 Epoch 1/1... Discriminator Loss: 3.0385... Generator Loss: 0.0963 Epoch 1/1... Discriminator Loss: 3.2308... Generator Loss: 0.0694 Epoch 1/1... Discriminator Loss: 3.1836... Generator Loss: 0.0746 Epoch 1/1... Discriminator Loss: 2.9811... Generator Loss: 0.1228 Epoch 1/1... Discriminator Loss: 2.7517... Generator Loss: 0.1440
Epoch 1/1... Discriminator Loss: 3.2949... Generator Loss: 0.0956 Epoch 1/1... Discriminator Loss: 2.8437... Generator Loss: 0.1114 Epoch 1/1... Discriminator Loss: 2.3800... Generator Loss: 0.1594 Epoch 1/1... Discriminator Loss: 3.1140... Generator Loss: 0.0869 Epoch 1/1... Discriminator Loss: 2.2877... Generator Loss: 0.1974 Epoch 1/1... Discriminator Loss: 2.6910... Generator Loss: 0.1814 Epoch 1/1... Discriminator Loss: 2.5649... Generator Loss: 0.1453 Epoch 1/1... Discriminator Loss: 5.2335... Generator Loss: 0.0150 Epoch 1/1... Discriminator Loss: 4.4719... Generator Loss: 0.0218 Epoch 1/1... Discriminator Loss: 2.3166... Generator Loss: 0.1862
Epoch 1/1... Discriminator Loss: 4.7304... Generator Loss: 0.0229 Epoch 1/1... Discriminator Loss: 2.8714... Generator Loss: 0.1453 Epoch 1/1... Discriminator Loss: 3.2280... Generator Loss: 0.0829 Epoch 1/1... Discriminator Loss: 2.0638... Generator Loss: 0.2334 Epoch 1/1... Discriminator Loss: 3.1869... Generator Loss: 0.0822 Epoch 1/1... Discriminator Loss: 2.8148... Generator Loss: 0.1158 Epoch 1/1... Discriminator Loss: 3.5797... Generator Loss: 0.0488 Epoch 1/1... Discriminator Loss: 3.3190... Generator Loss: 0.0728 Epoch 1/1... Discriminator Loss: 2.4938... Generator Loss: 0.1949 Epoch 1/1... Discriminator Loss: 3.7866... Generator Loss: 0.0504
Epoch 1/1... Discriminator Loss: 4.5449... Generator Loss: 0.0179 Epoch 1/1... Discriminator Loss: 3.4415... Generator Loss: 0.0734 Epoch 1/1... Discriminator Loss: 1.9955... Generator Loss: 0.2601 Epoch 1/1... Discriminator Loss: 4.8949... Generator Loss: 0.0143 Epoch 1/1... Discriminator Loss: 4.3008... Generator Loss: 0.0357 Epoch 1/1... Discriminator Loss: 2.8059... Generator Loss: 0.1099 Epoch 1/1... Discriminator Loss: 5.1841... Generator Loss: 0.0116 Epoch 1/1... Discriminator Loss: 1.7623... Generator Loss: 0.3657 Epoch 1/1... Discriminator Loss: 2.6162... Generator Loss: 0.1598 Epoch 1/1... Discriminator Loss: 2.3555... Generator Loss: 0.1964
Epoch 1/1... Discriminator Loss: 3.4036... Generator Loss: 0.0696 Epoch 1/1... Discriminator Loss: 2.3971... Generator Loss: 0.1865 Epoch 1/1... Discriminator Loss: 3.4944... Generator Loss: 0.0839 Epoch 1/1... Discriminator Loss: 5.0362... Generator Loss: 0.0114 Epoch 1/1... Discriminator Loss: 3.5814... Generator Loss: 0.0846 Epoch 1/1... Discriminator Loss: 3.2817... Generator Loss: 0.0820 Epoch 1/1... Discriminator Loss: 4.0609... Generator Loss: 0.0514 Epoch 1/1... Discriminator Loss: 3.6963... Generator Loss: 0.0553 Epoch 1/1... Discriminator Loss: 2.4897... Generator Loss: 0.1656 Epoch 1/1... Discriminator Loss: 4.7426... Generator Loss: 0.0173
Epoch 1/1... Discriminator Loss: 2.9080... Generator Loss: 0.1035 Epoch 1/1... Discriminator Loss: 3.3536... Generator Loss: 0.0567 Epoch 1/1... Discriminator Loss: 2.0977... Generator Loss: 0.2534 Epoch 1/1... Discriminator Loss: 3.3160... Generator Loss: 0.0691 Epoch 1/1... Discriminator Loss: 3.2393... Generator Loss: 0.0635 Epoch 1/1... Discriminator Loss: 3.5645... Generator Loss: 0.0465 Epoch 1/1... Discriminator Loss: 4.5534... Generator Loss: 0.0223 Epoch 1/1... Discriminator Loss: 3.3465... Generator Loss: 0.0892 Epoch 1/1... Discriminator Loss: 2.4334... Generator Loss: 0.1905 Epoch 1/1... Discriminator Loss: 2.4686... Generator Loss: 0.1831
Epoch 1/1... Discriminator Loss: 3.8178... Generator Loss: 0.0375 Epoch 1/1... Discriminator Loss: 2.6714... Generator Loss: 0.1536 Epoch 1/1... Discriminator Loss: 2.2053... Generator Loss: 0.1872 Epoch 1/1... Discriminator Loss: 2.7574... Generator Loss: 0.1196 Epoch 1/1... Discriminator Loss: 2.9620... Generator Loss: 0.1127 Epoch 1/1... Discriminator Loss: 2.9092... Generator Loss: 0.1087 Epoch 1/1... Discriminator Loss: 2.4129... Generator Loss: 0.2234 Epoch 1/1... Discriminator Loss: 2.7906... Generator Loss: 0.6173 Epoch 1/1... Discriminator Loss: 3.1840... Generator Loss: 0.0813 Epoch 1/1... Discriminator Loss: 3.8259... Generator Loss: 0.0414
Epoch 1/1... Discriminator Loss: 2.4193... Generator Loss: 0.2158 Epoch 1/1... Discriminator Loss: 4.5049... Generator Loss: 0.0222 Epoch 1/1... Discriminator Loss: 2.9548... Generator Loss: 0.0991 Epoch 1/1... Discriminator Loss: 3.1613... Generator Loss: 0.0715 Epoch 1/1... Discriminator Loss: 2.9225... Generator Loss: 0.1011 Epoch 1/1... Discriminator Loss: 3.2599... Generator Loss: 0.0663 Epoch 1/1... Discriminator Loss: 2.5063... Generator Loss: 0.1454 Epoch 1/1... Discriminator Loss: 2.3015... Generator Loss: 0.2527 Epoch 1/1... Discriminator Loss: 3.9206... Generator Loss: 0.0393 Epoch 1/1... Discriminator Loss: 3.4217... Generator Loss: 0.0597
Epoch 1/1... Discriminator Loss: 4.9662... Generator Loss: 0.0163 Epoch 1/1... Discriminator Loss: 2.2624... Generator Loss: 0.2586 Epoch 1/1... Discriminator Loss: 2.7857... Generator Loss: 0.1214 Epoch 1/1... Discriminator Loss: 3.4331... Generator Loss: 0.0597 Epoch 1/1... Discriminator Loss: 3.0995... Generator Loss: 0.1055 Epoch 1/1... Discriminator Loss: 4.6757... Generator Loss: 0.0181 Epoch 1/1... Discriminator Loss: 3.4208... Generator Loss: 0.0551 Epoch 1/1... Discriminator Loss: 4.1576... Generator Loss: 0.0282 Epoch 1/1... Discriminator Loss: 1.7449... Generator Loss: 0.3327 Epoch 1/1... Discriminator Loss: 4.3339... Generator Loss: 0.0258
Epoch 1/1... Discriminator Loss: 2.4881... Generator Loss: 0.2039 Epoch 1/1... Discriminator Loss: 2.2211... Generator Loss: 0.2156 Epoch 1/1... Discriminator Loss: 2.6506... Generator Loss: 0.1415 Epoch 1/1... Discriminator Loss: 3.3416... Generator Loss: 0.0784 Epoch 1/1... Discriminator Loss: 3.0045... Generator Loss: 0.1122 Epoch 1/1... Discriminator Loss: 2.6054... Generator Loss: 0.1282 Epoch 1/1... Discriminator Loss: 2.7103... Generator Loss: 0.1043 Epoch 1/1... Discriminator Loss: 2.6563... Generator Loss: 0.1179 Epoch 1/1... Discriminator Loss: 2.7495... Generator Loss: 0.1342 Epoch 1/1... Discriminator Loss: 3.0911... Generator Loss: 0.0748
Epoch 1/1... Discriminator Loss: 4.9355... Generator Loss: 0.0271 Epoch 1/1... Discriminator Loss: 2.0304... Generator Loss: 0.2833 Epoch 1/1... Discriminator Loss: 3.2011... Generator Loss: 0.0841 Epoch 1/1... Discriminator Loss: 3.6118... Generator Loss: 0.0456 Epoch 1/1... Discriminator Loss: 1.6205... Generator Loss: 0.4320 Epoch 1/1... Discriminator Loss: 3.3035... Generator Loss: 0.0893 Epoch 1/1... Discriminator Loss: 2.2973... Generator Loss: 0.2269 Epoch 1/1... Discriminator Loss: 3.5510... Generator Loss: 0.0480 Epoch 1/1... Discriminator Loss: 2.9556... Generator Loss: 0.0929 Epoch 1/1... Discriminator Loss: 2.5912... Generator Loss: 0.1518
Epoch 1/1... Discriminator Loss: 4.2434... Generator Loss: 0.0375 Epoch 1/1... Discriminator Loss: 3.4337... Generator Loss: 0.0660 Epoch 1/1... Discriminator Loss: 2.6805... Generator Loss: 0.1481 Epoch 1/1... Discriminator Loss: 2.4993... Generator Loss: 0.1443 Epoch 1/1... Discriminator Loss: 4.6669... Generator Loss: 0.0191 Epoch 1/1... Discriminator Loss: 5.0701... Generator Loss: 0.0141 Epoch 1/1... Discriminator Loss: 2.9800... Generator Loss: 0.1220 Epoch 1/1... Discriminator Loss: 1.6407... Generator Loss: 0.5659 Epoch 1/1... Discriminator Loss: 3.5707... Generator Loss: 0.0513 Epoch 1/1... Discriminator Loss: 3.8879... Generator Loss: 0.0351
Epoch 1/1... Discriminator Loss: 2.4145... Generator Loss: 0.2037 Epoch 1/1... Discriminator Loss: 3.7182... Generator Loss: 0.0459 Epoch 1/1... Discriminator Loss: 2.1740... Generator Loss: 0.2250 Epoch 1/1... Discriminator Loss: 2.8540... Generator Loss: 0.1346 Epoch 1/1... Discriminator Loss: 3.5435... Generator Loss: 0.0547 Epoch 1/1... Discriminator Loss: 2.7689... Generator Loss: 0.1332 Epoch 1/1... Discriminator Loss: 3.2953... Generator Loss: 0.0696 Epoch 1/1... Discriminator Loss: 2.4450... Generator Loss: 0.1442 Epoch 1/1... Discriminator Loss: 2.8545... Generator Loss: 0.1102 Epoch 1/1... Discriminator Loss: 2.3936... Generator Loss: 0.1977
Epoch 1/1... Discriminator Loss: 2.7408... Generator Loss: 0.1255 Epoch 1/1... Discriminator Loss: 1.6729... Generator Loss: 0.4725 Epoch 1/1... Discriminator Loss: 2.3082... Generator Loss: 0.1933 Epoch 1/1... Discriminator Loss: 2.1620... Generator Loss: 0.2833 Epoch 1/1... Discriminator Loss: 3.2811... Generator Loss: 0.0776 Epoch 1/1... Discriminator Loss: 4.2727... Generator Loss: 0.0285 Epoch 1/1... Discriminator Loss: 1.9311... Generator Loss: 0.3280 Epoch 1/1... Discriminator Loss: 3.8063... Generator Loss: 0.0539 Epoch 1/1... Discriminator Loss: 2.3306... Generator Loss: 0.1958 Epoch 1/1... Discriminator Loss: 2.8146... Generator Loss: 0.1135
Epoch 1/1... Discriminator Loss: 3.4929... Generator Loss: 0.0735 Epoch 1/1... Discriminator Loss: 3.0826... Generator Loss: 0.0818 Epoch 1/1... Discriminator Loss: 4.1487... Generator Loss: 0.0312 Epoch 1/1... Discriminator Loss: 1.8130... Generator Loss: 1.8476 Epoch 1/1... Discriminator Loss: 2.5338... Generator Loss: 0.1754 Epoch 1/1... Discriminator Loss: 4.4673... Generator Loss: 0.0221 Epoch 1/1... Discriminator Loss: 4.4050... Generator Loss: 0.0282 Epoch 1/1... Discriminator Loss: 2.1696... Generator Loss: 0.2299 Epoch 1/1... Discriminator Loss: 3.5154... Generator Loss: 0.0597 Epoch 1/1... Discriminator Loss: 3.1325... Generator Loss: 0.1022
Epoch 1/1... Discriminator Loss: 3.5550... Generator Loss: 0.0738 Epoch 1/1... Discriminator Loss: 4.7665... Generator Loss: 0.0304 Epoch 1/1... Discriminator Loss: 4.1441... Generator Loss: 0.0266 Epoch 1/1... Discriminator Loss: 3.4920... Generator Loss: 0.0550 Epoch 1/1... Discriminator Loss: 3.3650... Generator Loss: 0.0610 Epoch 1/1... Discriminator Loss: 2.9757... Generator Loss: 0.0899 Epoch 1/1... Discriminator Loss: 2.8359... Generator Loss: 0.1112 Epoch 1/1... Discriminator Loss: 2.6850... Generator Loss: 0.1642 Epoch 1/1... Discriminator Loss: 1.9135... Generator Loss: 0.6505 Epoch 1/1... Discriminator Loss: 3.1617... Generator Loss: 0.0876
Epoch 1/1... Discriminator Loss: 3.3032... Generator Loss: 0.0692 Epoch 1/1... Discriminator Loss: 1.2931... Generator Loss: 0.7795 Epoch 1/1... Discriminator Loss: 4.3974... Generator Loss: 0.0277 Epoch 1/1... Discriminator Loss: 4.2995... Generator Loss: 0.0246 Epoch 1/1... Discriminator Loss: 3.7387... Generator Loss: 0.0451 Epoch 1/1... Discriminator Loss: 3.3191... Generator Loss: 0.0731 Epoch 1/1... Discriminator Loss: 5.5441... Generator Loss: 0.0082 Epoch 1/1... Discriminator Loss: 2.9534... Generator Loss: 0.1063 Epoch 1/1... Discriminator Loss: 2.6374... Generator Loss: 0.1998 Epoch 1/1... Discriminator Loss: 3.3915... Generator Loss: 0.0603
Epoch 1/1... Discriminator Loss: 2.4272... Generator Loss: 0.1637 Epoch 1/1... Discriminator Loss: 2.4620... Generator Loss: 0.1595 Epoch 1/1... Discriminator Loss: 2.7098... Generator Loss: 0.1511 Epoch 1/1... Discriminator Loss: 4.5889... Generator Loss: 0.0185 Epoch 1/1... Discriminator Loss: 2.1635... Generator Loss: 0.2886 Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 0.5151 Epoch 1/1... Discriminator Loss: 3.5238... Generator Loss: 0.0581 Epoch 1/1... Discriminator Loss: 1.9727... Generator Loss: 0.4229 Epoch 1/1... Discriminator Loss: 2.5893... Generator Loss: 0.1276 Epoch 1/1... Discriminator Loss: 3.3526... Generator Loss: 0.1202
Epoch 1/1... Discriminator Loss: 3.6060... Generator Loss: 0.0546 Epoch 1/1... Discriminator Loss: 1.9480... Generator Loss: 0.4504 Epoch 1/1... Discriminator Loss: 3.3967... Generator Loss: 0.0748 Epoch 1/1... Discriminator Loss: 3.7795... Generator Loss: 0.0541 Epoch 1/1... Discriminator Loss: 2.3879... Generator Loss: 0.2104 Epoch 1/1... Discriminator Loss: 2.3435... Generator Loss: 0.1752 Epoch 1/1... Discriminator Loss: 2.4452... Generator Loss: 0.1869 Epoch 1/1... Discriminator Loss: 2.2809... Generator Loss: 0.2394 Epoch 1/1... Discriminator Loss: 3.4130... Generator Loss: 0.0820 Epoch 1/1... Discriminator Loss: 2.5954... Generator Loss: 0.1492
Epoch 1/1... Discriminator Loss: 4.5433... Generator Loss: 0.0268 Epoch 1/1... Discriminator Loss: 3.2427... Generator Loss: 0.0737 Epoch 1/1... Discriminator Loss: 3.6228... Generator Loss: 0.0632 Epoch 1/1... Discriminator Loss: 3.1543... Generator Loss: 0.0710 Epoch 1/1... Discriminator Loss: 2.7177... Generator Loss: 0.1345 Epoch 1/1... Discriminator Loss: 3.8293... Generator Loss: 0.0379 Epoch 1/1... Discriminator Loss: 4.5803... Generator Loss: 0.0213 Epoch 1/1... Discriminator Loss: 3.9522... Generator Loss: 0.0339 Epoch 1/1... Discriminator Loss: 2.6957... Generator Loss: 0.1452 Epoch 1/1... Discriminator Loss: 3.5903... Generator Loss: 0.0670
Epoch 1/1... Discriminator Loss: 5.5517... Generator Loss: 0.0099 Epoch 1/1... Discriminator Loss: 2.9415... Generator Loss: 0.1397 Epoch 1/1... Discriminator Loss: 1.8972... Generator Loss: 0.3444 Epoch 1/1... Discriminator Loss: 2.8365... Generator Loss: 0.1245 Epoch 1/1... Discriminator Loss: 4.7722... Generator Loss: 0.0213 Epoch 1/1... Discriminator Loss: 3.3490... Generator Loss: 0.0680 Epoch 1/1... Discriminator Loss: 2.5930... Generator Loss: 0.1486 Epoch 1/1... Discriminator Loss: 3.6133... Generator Loss: 0.0478 Epoch 1/1... Discriminator Loss: 3.3968... Generator Loss: 0.1212 Epoch 1/1... Discriminator Loss: 2.6561... Generator Loss: 0.1324
Epoch 1/1... Discriminator Loss: 2.9055... Generator Loss: 0.1142 Epoch 1/1... Discriminator Loss: 3.0280... Generator Loss: 0.0836 Epoch 1/1... Discriminator Loss: 2.3439... Generator Loss: 0.1889 Epoch 1/1... Discriminator Loss: 3.5223... Generator Loss: 0.0561 Epoch 1/1... Discriminator Loss: 2.8324... Generator Loss: 0.1089 Epoch 1/1... Discriminator Loss: 4.7284... Generator Loss: 0.0202 Epoch 1/1... Discriminator Loss: 3.1684... Generator Loss: 0.0894 Epoch 1/1... Discriminator Loss: 4.3238... Generator Loss: 0.0270 Epoch 1/1... Discriminator Loss: 3.4550... Generator Loss: 0.0928 Epoch 1/1... Discriminator Loss: 2.3529... Generator Loss: 0.1908
Epoch 1/1... Discriminator Loss: 1.5616... Generator Loss: 0.4709 Epoch 1/1... Discriminator Loss: 3.4381... Generator Loss: 0.0891 Epoch 1/1... Discriminator Loss: 4.0751... Generator Loss: 0.0306 Epoch 1/1... Discriminator Loss: 2.7943... Generator Loss: 0.1211 Epoch 1/1... Discriminator Loss: 3.1128... Generator Loss: 0.0986 Epoch 1/1... Discriminator Loss: 3.2294... Generator Loss: 0.0852 Epoch 1/1... Discriminator Loss: 3.1889... Generator Loss: 0.0692 Epoch 1/1... Discriminator Loss: 2.9778... Generator Loss: 0.1171 Epoch 1/1... Discriminator Loss: 3.1818... Generator Loss: 0.0708 Epoch 1/1... Discriminator Loss: 2.9805... Generator Loss: 0.0853
Epoch 1/1... Discriminator Loss: 2.3785... Generator Loss: 0.2020 Epoch 1/1... Discriminator Loss: 2.3441... Generator Loss: 0.2110 Epoch 1/1... Discriminator Loss: 2.6897... Generator Loss: 0.1502 Epoch 1/1... Discriminator Loss: 2.9975... Generator Loss: 0.1051 Epoch 1/1... Discriminator Loss: 2.4788... Generator Loss: 0.1955 Epoch 1/1... Discriminator Loss: 2.9480... Generator Loss: 0.0916 Epoch 1/1... Discriminator Loss: 2.6102... Generator Loss: 0.1282 Epoch 1/1... Discriminator Loss: 2.4023... Generator Loss: 0.1794 Epoch 1/1... Discriminator Loss: 3.0935... Generator Loss: 0.0955 Epoch 1/1... Discriminator Loss: 2.7001... Generator Loss: 0.1222
Epoch 1/1... Discriminator Loss: 3.3360... Generator Loss: 0.0724 Epoch 1/1... Discriminator Loss: 4.5822... Generator Loss: 0.0314 Epoch 1/1... Discriminator Loss: 3.0793... Generator Loss: 0.0882 Epoch 1/1... Discriminator Loss: 2.1575... Generator Loss: 0.3144 Epoch 1/1... Discriminator Loss: 3.0772... Generator Loss: 0.0820 Epoch 1/1... Discriminator Loss: 5.9406... Generator Loss: 0.0063 Epoch 1/1... Discriminator Loss: 5.1990... Generator Loss: 0.0130 Epoch 1/1... Discriminator Loss: 2.5189... Generator Loss: 0.2005 Epoch 1/1... Discriminator Loss: 2.7365... Generator Loss: 0.1225 Epoch 1/1... Discriminator Loss: 5.0095... Generator Loss: 0.0163
Epoch 1/1... Discriminator Loss: 2.8579... Generator Loss: 0.1169 Epoch 1/1... Discriminator Loss: 3.2815... Generator Loss: 0.0734 Epoch 1/1... Discriminator Loss: 3.4179... Generator Loss: 0.0580 Epoch 1/1... Discriminator Loss: 3.0160... Generator Loss: 0.0891 Epoch 1/1... Discriminator Loss: 2.6314... Generator Loss: 0.1505 Epoch 1/1... Discriminator Loss: 4.0099... Generator Loss: 0.0405 Epoch 1/1... Discriminator Loss: 3.0752... Generator Loss: 0.1070 Epoch 1/1... Discriminator Loss: 5.2440... Generator Loss: 0.0137 Epoch 1/1... Discriminator Loss: 2.6610... Generator Loss: 0.1659 Epoch 1/1... Discriminator Loss: 2.2157... Generator Loss: 0.3077
Epoch 1/1... Discriminator Loss: 2.1337... Generator Loss: 0.2552 Epoch 1/1... Discriminator Loss: 2.3767... Generator Loss: 0.1691 Epoch 1/1... Discriminator Loss: 3.0865... Generator Loss: 0.1031 Epoch 1/1... Discriminator Loss: 2.8488... Generator Loss: 0.1277 Epoch 1/1... Discriminator Loss: 2.3218... Generator Loss: 0.1850 Epoch 1/1... Discriminator Loss: 3.0977... Generator Loss: 0.0878 Epoch 1/1... Discriminator Loss: 3.9657... Generator Loss: 0.1011 Epoch 1/1... Discriminator Loss: 3.0387... Generator Loss: 0.0802 Epoch 1/1... Discriminator Loss: 2.0465... Generator Loss: 0.3242 Epoch 1/1... Discriminator Loss: 2.8247... Generator Loss: 0.1354
Epoch 1/1... Discriminator Loss: 2.0581... Generator Loss: 0.2349 Epoch 1/1... Discriminator Loss: 2.1894... Generator Loss: 0.2506 Epoch 1/1... Discriminator Loss: 2.3757... Generator Loss: 0.2370 Epoch 1/1... Discriminator Loss: 2.3292... Generator Loss: 0.1777 Epoch 1/1... Discriminator Loss: 3.8461... Generator Loss: 0.0397 Epoch 1/1... Discriminator Loss: 2.3439... Generator Loss: 0.1966 Epoch 1/1... Discriminator Loss: 2.5355... Generator Loss: 0.1377 Epoch 1/1... Discriminator Loss: 3.0324... Generator Loss: 0.1011 Epoch 1/1... Discriminator Loss: 2.3780... Generator Loss: 0.2418 Epoch 1/1... Discriminator Loss: 2.9503... Generator Loss: 0.0908
Epoch 1/1... Discriminator Loss: 4.4015... Generator Loss: 0.0208 Epoch 1/1... Discriminator Loss: 3.6465... Generator Loss: 0.0492 Epoch 1/1... Discriminator Loss: 2.5503... Generator Loss: 0.1507 Epoch 1/1... Discriminator Loss: 2.5541... Generator Loss: 0.1407 Epoch 1/1... Discriminator Loss: 2.6656... Generator Loss: 0.1588 Epoch 1/1... Discriminator Loss: 2.9079... Generator Loss: 0.1089 Epoch 1/1... Discriminator Loss: 2.6906... Generator Loss: 0.1134 Epoch 1/1... Discriminator Loss: 3.7004... Generator Loss: 0.0477 Epoch 1/1... Discriminator Loss: 3.1959... Generator Loss: 0.0820 Epoch 1/1... Discriminator Loss: 4.9167... Generator Loss: 0.0155
Epoch 1/1... Discriminator Loss: 3.1248... Generator Loss: 0.0776 Epoch 1/1... Discriminator Loss: 4.0261... Generator Loss: 0.0343 Epoch 1/1... Discriminator Loss: 4.8777... Generator Loss: 0.0164 Epoch 1/1... Discriminator Loss: 2.8613... Generator Loss: 0.1162 Epoch 1/1... Discriminator Loss: 2.8799... Generator Loss: 0.1790 Epoch 1/1... Discriminator Loss: 3.0362... Generator Loss: 0.1258 Epoch 1/1... Discriminator Loss: 4.5440... Generator Loss: 0.0180 Epoch 1/1... Discriminator Loss: 2.5699... Generator Loss: 0.1993 Epoch 1/1... Discriminator Loss: 3.1396... Generator Loss: 0.0935 Epoch 1/1... Discriminator Loss: 3.3311... Generator Loss: 0.0672
Epoch 1/1... Discriminator Loss: 2.8782... Generator Loss: 0.1119 Epoch 1/1... Discriminator Loss: 3.9851... Generator Loss: 0.0331 Epoch 1/1... Discriminator Loss: 2.6732... Generator Loss: 0.1600 Epoch 1/1... Discriminator Loss: 3.5060... Generator Loss: 0.0642 Epoch 1/1... Discriminator Loss: 3.3261... Generator Loss: 0.0735 Epoch 1/1... Discriminator Loss: 5.2226... Generator Loss: 0.0122 Epoch 1/1... Discriminator Loss: 2.0909... Generator Loss: 0.4400 Epoch 1/1... Discriminator Loss: 3.7387... Generator Loss: 0.0456 Epoch 1/1... Discriminator Loss: 4.4699... Generator Loss: 0.0275 Epoch 1/1... Discriminator Loss: 3.0065... Generator Loss: 0.0951
Epoch 1/1... Discriminator Loss: 3.4417... Generator Loss: 0.1013 Epoch 1/1... Discriminator Loss: 3.4484... Generator Loss: 0.0492 Epoch 1/1... Discriminator Loss: 3.1813... Generator Loss: 0.0724 Epoch 1/1... Discriminator Loss: 2.2114... Generator Loss: 0.2401 Epoch 1/1... Discriminator Loss: 3.5205... Generator Loss: 0.0484 Epoch 1/1... Discriminator Loss: 3.3384... Generator Loss: 0.0873 Epoch 1/1... Discriminator Loss: 2.2363... Generator Loss: 0.2250 Epoch 1/1... Discriminator Loss: 2.6785... Generator Loss: 0.1278 Epoch 1/1... Discriminator Loss: 3.3228... Generator Loss: 0.1213 Epoch 1/1... Discriminator Loss: 4.5280... Generator Loss: 0.0200
Epoch 1/1... Discriminator Loss: 2.1483... Generator Loss: 0.2362 Epoch 1/1... Discriminator Loss: 3.2282... Generator Loss: 0.0739 Epoch 1/1... Discriminator Loss: 3.5421... Generator Loss: 0.0685 Epoch 1/1... Discriminator Loss: 2.9010... Generator Loss: 0.1040 Epoch 1/1... Discriminator Loss: 2.2099... Generator Loss: 0.1834 Epoch 1/1... Discriminator Loss: 4.1004... Generator Loss: 0.0296 Epoch 1/1... Discriminator Loss: 2.9284... Generator Loss: 0.1183 Epoch 1/1... Discriminator Loss: 4.5440... Generator Loss: 0.0213 Epoch 1/1... Discriminator Loss: 4.2114... Generator Loss: 0.0275 Epoch 1/1... Discriminator Loss: 3.6237... Generator Loss: 0.0585
Epoch 1/1... Discriminator Loss: 1.9393... Generator Loss: 0.4515 Epoch 1/1... Discriminator Loss: 4.6729... Generator Loss: 0.0206 Epoch 1/1... Discriminator Loss: 3.9908... Generator Loss: 0.0411 Epoch 1/1... Discriminator Loss: 3.6564... Generator Loss: 0.0552 Epoch 1/1... Discriminator Loss: 2.7201... Generator Loss: 0.1467 Epoch 1/1... Discriminator Loss: 2.5698... Generator Loss: 0.1509 Epoch 1/1... Discriminator Loss: 5.2539... Generator Loss: 0.0116 Epoch 1/1... Discriminator Loss: 3.8327... Generator Loss: 0.0583 Epoch 1/1... Discriminator Loss: 3.8948... Generator Loss: 0.0364 Epoch 1/1... Discriminator Loss: 1.7824... Generator Loss: 0.3607
Epoch 1/1... Discriminator Loss: 3.4577... Generator Loss: 0.0640 Epoch 1/1... Discriminator Loss: 4.0905... Generator Loss: 0.0336 Epoch 1/1... Discriminator Loss: 2.7503... Generator Loss: 0.1408 Epoch 1/1... Discriminator Loss: 2.2101... Generator Loss: 0.2108 Epoch 1/1... Discriminator Loss: 2.2889... Generator Loss: 0.2529 Epoch 1/1... Discriminator Loss: 4.0046... Generator Loss: 0.0391 Epoch 1/1... Discriminator Loss: 2.6376... Generator Loss: 0.1341 Epoch 1/1... Discriminator Loss: 2.5489... Generator Loss: 0.1475 Epoch 1/1... Discriminator Loss: 3.2599... Generator Loss: 0.0846 Epoch 1/1... Discriminator Loss: 5.7491... Generator Loss: 0.0060
Epoch 1/1... Discriminator Loss: 3.7916... Generator Loss: 0.0492 Epoch 1/1... Discriminator Loss: 3.7028... Generator Loss: 0.0819 Epoch 1/1... Discriminator Loss: 4.3846... Generator Loss: 0.0220 Epoch 1/1... Discriminator Loss: 1.3578... Generator Loss: 0.6645 Epoch 1/1... Discriminator Loss: 2.6515... Generator Loss: 0.1426 Epoch 1/1... Discriminator Loss: 2.4782... Generator Loss: 0.1709 Epoch 1/1... Discriminator Loss: 2.7929... Generator Loss: 0.1248 Epoch 1/1... Discriminator Loss: 2.8064... Generator Loss: 0.1313 Epoch 1/1... Discriminator Loss: 3.4238... Generator Loss: 0.0684 Epoch 1/1... Discriminator Loss: 1.7745... Generator Loss: 0.3775
Epoch 1/1... Discriminator Loss: 2.5811... Generator Loss: 0.1503 Epoch 1/1... Discriminator Loss: 3.3623... Generator Loss: 0.0635 Epoch 1/1... Discriminator Loss: 3.2219... Generator Loss: 0.0707 Epoch 1/1... Discriminator Loss: 2.4468... Generator Loss: 0.1959 Epoch 1/1... Discriminator Loss: 3.8471... Generator Loss: 0.0404 Epoch 1/1... Discriminator Loss: 2.2156... Generator Loss: 0.1937 Epoch 1/1... Discriminator Loss: 3.4611... Generator Loss: 0.0759 Epoch 1/1... Discriminator Loss: 3.2416... Generator Loss: 0.0737 Epoch 1/1... Discriminator Loss: 3.5617... Generator Loss: 0.0590 Epoch 1/1... Discriminator Loss: 3.5315... Generator Loss: 0.0584
Epoch 1/1... Discriminator Loss: 2.4224... Generator Loss: 0.1897 Epoch 1/1... Discriminator Loss: 2.4477... Generator Loss: 0.2166 Epoch 1/1... Discriminator Loss: 2.6197... Generator Loss: 0.1931 Epoch 1/1... Discriminator Loss: 2.9282... Generator Loss: 0.0926 Epoch 1/1... Discriminator Loss: 2.1856... Generator Loss: 0.2507 Epoch 1/1... Discriminator Loss: 2.6953... Generator Loss: 0.1346 Epoch 1/1... Discriminator Loss: 3.0346... Generator Loss: 0.1489 Epoch 1/1... Discriminator Loss: 3.2199... Generator Loss: 0.0775 Epoch 1/1... Discriminator Loss: 3.2812... Generator Loss: 0.0685 Epoch 1/1... Discriminator Loss: 2.6024... Generator Loss: 0.1375
Epoch 1/1... Discriminator Loss: 2.0533... Generator Loss: 0.3438 Epoch 1/1... Discriminator Loss: 2.6582... Generator Loss: 0.1753 Epoch 1/1... Discriminator Loss: 3.1762... Generator Loss: 0.0803 Epoch 1/1... Discriminator Loss: 2.6446... Generator Loss: 0.1463 Epoch 1/1... Discriminator Loss: 2.8378... Generator Loss: 0.1047 Epoch 1/1... Discriminator Loss: 2.7519... Generator Loss: 0.1130 Epoch 1/1... Discriminator Loss: 2.3716... Generator Loss: 0.1634 Epoch 1/1... Discriminator Loss: 2.5247... Generator Loss: 0.1874 Epoch 1/1... Discriminator Loss: 2.4919... Generator Loss: 0.1866 Epoch 1/1... Discriminator Loss: 2.4169... Generator Loss: 0.2032
Epoch 1/1... Discriminator Loss: 3.3942... Generator Loss: 0.0655 Epoch 1/1... Discriminator Loss: 2.3940... Generator Loss: 0.1654 Epoch 1/1... Discriminator Loss: 4.1823... Generator Loss: 0.0405 Epoch 1/1... Discriminator Loss: 2.8573... Generator Loss: 0.0955 Epoch 1/1... Discriminator Loss: 5.1266... Generator Loss: 0.0185 Epoch 1/1... Discriminator Loss: 2.9363... Generator Loss: 0.1076 Epoch 1/1... Discriminator Loss: 4.0785... Generator Loss: 0.0285 Epoch 1/1... Discriminator Loss: 4.0990... Generator Loss: 0.0377 Epoch 1/1... Discriminator Loss: 2.3125... Generator Loss: 0.1877 Epoch 1/1... Discriminator Loss: 3.8040... Generator Loss: 0.0469
Epoch 1/1... Discriminator Loss: 3.7398... Generator Loss: 0.0421 Epoch 1/1... Discriminator Loss: 4.7152... Generator Loss: 0.0180 Epoch 1/1... Discriminator Loss: 2.9641... Generator Loss: 0.0956 Epoch 1/1... Discriminator Loss: 4.2672... Generator Loss: 0.0247 Epoch 1/1... Discriminator Loss: 1.9140... Generator Loss: 0.3477 Epoch 1/1... Discriminator Loss: 2.2859... Generator Loss: 0.2104 Epoch 1/1... Discriminator Loss: 3.6749... Generator Loss: 0.0512 Epoch 1/1... Discriminator Loss: 3.1793... Generator Loss: 0.1290 Epoch 1/1... Discriminator Loss: 4.3054... Generator Loss: 0.0275 Epoch 1/1... Discriminator Loss: 2.4632... Generator Loss: 0.1749
Epoch 1/1... Discriminator Loss: 1.1987... Generator Loss: 1.0485 Epoch 1/1... Discriminator Loss: 2.4901... Generator Loss: 0.1679 Epoch 1/1... Discriminator Loss: 3.1777... Generator Loss: 0.0808 Epoch 1/1... Discriminator Loss: 2.1592... Generator Loss: 0.5711 Epoch 1/1... Discriminator Loss: 2.0499... Generator Loss: 0.2474 Epoch 1/1... Discriminator Loss: 2.3239... Generator Loss: 0.2256 Epoch 1/1... Discriminator Loss: 3.3094... Generator Loss: 0.0766 Epoch 1/1... Discriminator Loss: 3.6672... Generator Loss: 0.0480 Epoch 1/1... Discriminator Loss: 3.1506... Generator Loss: 0.0808 Epoch 1/1... Discriminator Loss: 2.1673... Generator Loss: 0.2094
Epoch 1/1... Discriminator Loss: 2.5669... Generator Loss: 0.1569 Epoch 1/1... Discriminator Loss: 2.6904... Generator Loss: 0.1307 Epoch 1/1... Discriminator Loss: 2.6221... Generator Loss: 0.1601 Epoch 1/1... Discriminator Loss: 4.0125... Generator Loss: 0.0352 Epoch 1/1... Discriminator Loss: 3.4703... Generator Loss: 0.0750 Epoch 1/1... Discriminator Loss: 2.6418... Generator Loss: 0.1635 Epoch 1/1... Discriminator Loss: 4.2600... Generator Loss: 0.0308 Epoch 1/1... Discriminator Loss: 2.7846... Generator Loss: 0.1051 Epoch 1/1... Discriminator Loss: 3.0701... Generator Loss: 0.0886 Epoch 1/1... Discriminator Loss: 2.4503... Generator Loss: 1.3634
Epoch 1/1... Discriminator Loss: 4.1710... Generator Loss: 0.0303 Epoch 1/1... Discriminator Loss: 3.3851... Generator Loss: 0.0614 Epoch 1/1... Discriminator Loss: 3.4672... Generator Loss: 0.0669 Epoch 1/1... Discriminator Loss: 4.1595... Generator Loss: 0.0273 Epoch 1/1... Discriminator Loss: 3.1937... Generator Loss: 0.0750 Epoch 1/1... Discriminator Loss: 3.6088... Generator Loss: 0.0811 Epoch 1/1... Discriminator Loss: 3.3147... Generator Loss: 0.0606 Epoch 1/1... Discriminator Loss: 2.3214... Generator Loss: 0.2120 Epoch 1/1... Discriminator Loss: 2.2508... Generator Loss: 0.2405 Epoch 1/1... Discriminator Loss: 3.5945... Generator Loss: 0.0495
Epoch 1/1... Discriminator Loss: 3.0007... Generator Loss: 0.0793 Epoch 1/1... Discriminator Loss: 3.5598... Generator Loss: 0.0644 Epoch 1/1... Discriminator Loss: 2.2733... Generator Loss: 0.2365 Epoch 1/1... Discriminator Loss: 4.4420... Generator Loss: 0.0257 Epoch 1/1... Discriminator Loss: 3.9147... Generator Loss: 0.0436 Epoch 1/1... Discriminator Loss: 2.0927... Generator Loss: 0.2557 Epoch 1/1... Discriminator Loss: 3.3190... Generator Loss: 0.0693 Epoch 1/1... Discriminator Loss: 3.9404... Generator Loss: 0.0364 Epoch 1/1... Discriminator Loss: 3.5691... Generator Loss: 0.0591 Epoch 1/1... Discriminator Loss: 2.5478... Generator Loss: 0.1382
Epoch 1/1... Discriminator Loss: 3.0388... Generator Loss: 0.0962 Epoch 1/1... Discriminator Loss: 2.0583... Generator Loss: 0.2620 Epoch 1/1... Discriminator Loss: 2.8935... Generator Loss: 0.1033 Epoch 1/1... Discriminator Loss: 3.0955... Generator Loss: 0.0889 Epoch 1/1... Discriminator Loss: 3.3990... Generator Loss: 0.1174 Epoch 1/1... Discriminator Loss: 2.4955... Generator Loss: 0.1618 Epoch 1/1... Discriminator Loss: 1.9384... Generator Loss: 0.3005 Epoch 1/1... Discriminator Loss: 3.2216... Generator Loss: 0.0853 Epoch 1/1... Discriminator Loss: 2.9921... Generator Loss: 0.1312 Epoch 1/1... Discriminator Loss: 3.2035... Generator Loss: 0.0773
Epoch 1/1... Discriminator Loss: 3.8067... Generator Loss: 0.0488 Epoch 1/1... Discriminator Loss: 2.1542... Generator Loss: 0.3074 Epoch 1/1... Discriminator Loss: 3.3937... Generator Loss: 0.0550 Epoch 1/1... Discriminator Loss: 2.8683... Generator Loss: 0.1423 Epoch 1/1... Discriminator Loss: 3.5214... Generator Loss: 0.0574 Epoch 1/1... Discriminator Loss: 3.9117... Generator Loss: 0.0563 Epoch 1/1... Discriminator Loss: 2.4710... Generator Loss: 0.1952 Epoch 1/1... Discriminator Loss: 3.2627... Generator Loss: 0.0840 Epoch 1/1... Discriminator Loss: 1.8676... Generator Loss: 0.3145 Epoch 1/1... Discriminator Loss: 3.1274... Generator Loss: 0.0826
Epoch 1/1... Discriminator Loss: 2.0821... Generator Loss: 0.3282 Epoch 1/1... Discriminator Loss: 2.0574... Generator Loss: 0.3000 Epoch 1/1... Discriminator Loss: 3.3666... Generator Loss: 0.0721 Epoch 1/1... Discriminator Loss: 2.9090... Generator Loss: 0.1033 Epoch 1/1... Discriminator Loss: 2.7231... Generator Loss: 0.1245 Epoch 1/1... Discriminator Loss: 2.5881... Generator Loss: 0.1815 Epoch 1/1... Discriminator Loss: 3.7632... Generator Loss: 0.0361 Epoch 1/1... Discriminator Loss: 2.4497... Generator Loss: 0.1756 Epoch 1/1... Discriminator Loss: 3.5324... Generator Loss: 0.0798 Epoch 1/1... Discriminator Loss: 2.6425... Generator Loss: 0.1453
Epoch 1/1... Discriminator Loss: 2.7135... Generator Loss: 0.1196 Epoch 1/1... Discriminator Loss: 2.3938... Generator Loss: 0.1620 Epoch 1/1... Discriminator Loss: 1.9287... Generator Loss: 0.2648 Epoch 1/1... Discriminator Loss: 2.1948... Generator Loss: 0.2625 Epoch 1/1... Discriminator Loss: 3.0253... Generator Loss: 0.1037 Epoch 1/1... Discriminator Loss: 3.6600... Generator Loss: 0.0525 Epoch 1/1... Discriminator Loss: 2.5149... Generator Loss: 0.1589 Epoch 1/1... Discriminator Loss: 3.4655... Generator Loss: 0.0716 Epoch 1/1... Discriminator Loss: 3.7438... Generator Loss: 0.0421 Epoch 1/1... Discriminator Loss: 3.0725... Generator Loss: 0.0985
Epoch 1/1... Discriminator Loss: 3.1489... Generator Loss: 0.0733 Epoch 1/1... Discriminator Loss: 3.5686... Generator Loss: 0.0533 Epoch 1/1... Discriminator Loss: 3.5075... Generator Loss: 0.0612 Epoch 1/1... Discriminator Loss: 4.9032... Generator Loss: 0.0145 Epoch 1/1... Discriminator Loss: 3.4964... Generator Loss: 0.0743 Epoch 1/1... Discriminator Loss: 3.0357... Generator Loss: 0.0897 Epoch 1/1... Discriminator Loss: 4.0950... Generator Loss: 0.0290 Epoch 1/1... Discriminator Loss: 3.5450... Generator Loss: 0.0522 Epoch 1/1... Discriminator Loss: 2.4213... Generator Loss: 0.2329 Epoch 1/1... Discriminator Loss: 2.1476... Generator Loss: 0.2522
Epoch 1/1... Discriminator Loss: 2.5903... Generator Loss: 0.1616 Epoch 1/1... Discriminator Loss: 2.9607... Generator Loss: 0.1022 Epoch 1/1... Discriminator Loss: 3.2374... Generator Loss: 0.0729 Epoch 1/1... Discriminator Loss: 2.6052... Generator Loss: 0.1759 Epoch 1/1... Discriminator Loss: 3.1127... Generator Loss: 0.0789 Epoch 1/1... Discriminator Loss: 5.1938... Generator Loss: 0.0124 Epoch 1/1... Discriminator Loss: 2.5780... Generator Loss: 0.1917 Epoch 1/1... Discriminator Loss: 3.2234... Generator Loss: 0.0678 Epoch 1/1... Discriminator Loss: 2.8679... Generator Loss: 0.1100 Epoch 1/1... Discriminator Loss: 2.8438... Generator Loss: 0.1377
Epoch 1/1... Discriminator Loss: 3.4091... Generator Loss: 0.0637 Epoch 1/1... Discriminator Loss: 3.5965... Generator Loss: 0.0460 Epoch 1/1... Discriminator Loss: 5.0985... Generator Loss: 0.0172 Epoch 1/1... Discriminator Loss: 2.1375... Generator Loss: 0.2705 Epoch 1/1... Discriminator Loss: 4.0788... Generator Loss: 0.0288 Epoch 1/1... Discriminator Loss: 3.5494... Generator Loss: 0.0580 Epoch 1/1... Discriminator Loss: 2.3079... Generator Loss: 0.1828 Epoch 1/1... Discriminator Loss: 3.7464... Generator Loss: 0.0558 Epoch 1/1... Discriminator Loss: 2.5399... Generator Loss: 0.1669 Epoch 1/1... Discriminator Loss: 2.5595... Generator Loss: 0.1512
Epoch 1/1... Discriminator Loss: 2.7935... Generator Loss: 0.1152 Epoch 1/1... Discriminator Loss: 2.4397... Generator Loss: 0.1707 Epoch 1/1... Discriminator Loss: 3.9240... Generator Loss: 0.0424 Epoch 1/1... Discriminator Loss: 3.5651... Generator Loss: 0.0503 Epoch 1/1... Discriminator Loss: 2.4282... Generator Loss: 0.1788 Epoch 1/1... Discriminator Loss: 2.6885... Generator Loss: 0.1191 Epoch 1/1... Discriminator Loss: 3.1784... Generator Loss: 0.0864 Epoch 1/1... Discriminator Loss: 3.5936... Generator Loss: 0.0486 Epoch 1/1... Discriminator Loss: 3.4350... Generator Loss: 0.0583 Epoch 1/1... Discriminator Loss: 3.3749... Generator Loss: 0.0640
Epoch 1/1... Discriminator Loss: 3.2614... Generator Loss: 0.0816 Epoch 1/1... Discriminator Loss: 2.9929... Generator Loss: 0.1020 Epoch 1/1... Discriminator Loss: 2.4136... Generator Loss: 0.1658 Epoch 1/1... Discriminator Loss: 2.8111... Generator Loss: 0.1174 Epoch 1/1... Discriminator Loss: 2.4184... Generator Loss: 0.1655 Epoch 1/1... Discriminator Loss: 3.7684... Generator Loss: 0.0440 Epoch 1/1... Discriminator Loss: 3.5534... Generator Loss: 0.0648 Epoch 1/1... Discriminator Loss: 5.3021... Generator Loss: 0.0107 Epoch 1/1... Discriminator Loss: 2.6815... Generator Loss: 0.2094 Epoch 1/1... Discriminator Loss: 4.4122... Generator Loss: 0.0275
Epoch 1/1... Discriminator Loss: 2.8873... Generator Loss: 0.1104 Epoch 1/1... Discriminator Loss: 2.9697... Generator Loss: 0.1013 Epoch 1/1... Discriminator Loss: 3.1197... Generator Loss: 0.0969 Epoch 1/1... Discriminator Loss: 3.7212... Generator Loss: 0.0488 Epoch 1/1... Discriminator Loss: 4.1379... Generator Loss: 0.0353 Epoch 1/1... Discriminator Loss: 2.9841... Generator Loss: 0.1125 Epoch 1/1... Discriminator Loss: 4.4486... Generator Loss: 0.0233 Epoch 1/1... Discriminator Loss: 3.8400... Generator Loss: 0.0418 Epoch 1/1... Discriminator Loss: 2.2929... Generator Loss: 0.2184 Epoch 1/1... Discriminator Loss: 1.5280... Generator Loss: 0.6111
Epoch 1/1... Discriminator Loss: 2.6570... Generator Loss: 0.1400 Epoch 1/1... Discriminator Loss: 3.4242... Generator Loss: 0.0713 Epoch 1/1... Discriminator Loss: 3.7354... Generator Loss: 0.0440 Epoch 1/1... Discriminator Loss: 3.2612... Generator Loss: 0.0664 Epoch 1/1... Discriminator Loss: 2.8195... Generator Loss: 0.1167 Epoch 1/1... Discriminator Loss: 2.5277... Generator Loss: 0.1934 Epoch 1/1... Discriminator Loss: 4.2359... Generator Loss: 0.0264 Epoch 1/1... Discriminator Loss: 2.4498... Generator Loss: 0.1912 Epoch 1/1... Discriminator Loss: 3.1380... Generator Loss: 0.0861 Epoch 1/1... Discriminator Loss: 2.8146... Generator Loss: 0.1191
Epoch 1/1... Discriminator Loss: 3.1253... Generator Loss: 0.0755 Epoch 1/1... Discriminator Loss: 2.4592... Generator Loss: 0.1737 Epoch 1/1... Discriminator Loss: 3.4457... Generator Loss: 0.0618 Epoch 1/1... Discriminator Loss: 3.1002... Generator Loss: 0.1086 Epoch 1/1... Discriminator Loss: 4.6054... Generator Loss: 0.0272 Epoch 1/1... Discriminator Loss: 3.1196... Generator Loss: 0.0976 Epoch 1/1... Discriminator Loss: 2.2518... Generator Loss: 0.2841 Epoch 1/1... Discriminator Loss: 2.3943... Generator Loss: 0.1788 Epoch 1/1... Discriminator Loss: 3.0357... Generator Loss: 0.0889 Epoch 1/1... Discriminator Loss: 3.1343... Generator Loss: 0.0840
Epoch 1/1... Discriminator Loss: 3.8581... Generator Loss: 0.0453 Epoch 1/1... Discriminator Loss: 2.3761... Generator Loss: 0.2056 Epoch 1/1... Discriminator Loss: 3.2199... Generator Loss: 0.0705 Epoch 1/1... Discriminator Loss: 3.7027... Generator Loss: 0.0554 Epoch 1/1... Discriminator Loss: 3.6984... Generator Loss: 0.0514 Epoch 1/1... Discriminator Loss: 2.8791... Generator Loss: 0.0958 Epoch 1/1... Discriminator Loss: 3.9460... Generator Loss: 0.0349 Epoch 1/1... Discriminator Loss: 6.2981... Generator Loss: 0.0063 Epoch 1/1... Discriminator Loss: 3.4402... Generator Loss: 0.0558 Epoch 1/1... Discriminator Loss: 2.9849... Generator Loss: 0.1007
Epoch 1/1... Discriminator Loss: 4.8822... Generator Loss: 0.0140 Epoch 1/1... Discriminator Loss: 2.9959... Generator Loss: 0.0996 Epoch 1/1... Discriminator Loss: 3.3734... Generator Loss: 0.0597 Epoch 1/1... Discriminator Loss: 4.2503... Generator Loss: 0.0250 Epoch 1/1... Discriminator Loss: 4.0636... Generator Loss: 0.0413 Epoch 1/1... Discriminator Loss: 3.1683... Generator Loss: 0.1020 Epoch 1/1... Discriminator Loss: 2.5090... Generator Loss: 0.1603 Epoch 1/1... Discriminator Loss: 4.1470... Generator Loss: 0.0314 Epoch 1/1... Discriminator Loss: 2.6981... Generator Loss: 0.1435 Epoch 1/1... Discriminator Loss: 2.5144... Generator Loss: 0.1503
Epoch 1/1... Discriminator Loss: 2.8190... Generator Loss: 0.1822 Epoch 1/1... Discriminator Loss: 2.9268... Generator Loss: 0.1340 Epoch 1/1... Discriminator Loss: 2.8321... Generator Loss: 0.1167 Epoch 1/1... Discriminator Loss: 3.9943... Generator Loss: 0.0355 Epoch 1/1... Discriminator Loss: 4.6808... Generator Loss: 0.0165 Epoch 1/1... Discriminator Loss: 4.0953... Generator Loss: 0.0333 Epoch 1/1... Discriminator Loss: 2.8585... Generator Loss: 0.1104 Epoch 1/1... Discriminator Loss: 2.4304... Generator Loss: 0.1978 Epoch 1/1... Discriminator Loss: 4.1490... Generator Loss: 0.0279 Epoch 1/1... Discriminator Loss: 2.5103... Generator Loss: 0.1527
Epoch 1/1... Discriminator Loss: 3.8399... Generator Loss: 0.0445 Epoch 1/1... Discriminator Loss: 2.7174... Generator Loss: 0.1285 Epoch 1/1... Discriminator Loss: 2.6346... Generator Loss: 0.1559 Epoch 1/1... Discriminator Loss: 4.9628... Generator Loss: 0.0167 Epoch 1/1... Discriminator Loss: 3.8560... Generator Loss: 0.0409 Epoch 1/1... Discriminator Loss: 4.6983... Generator Loss: 0.0181 Epoch 1/1... Discriminator Loss: 4.1733... Generator Loss: 0.0306 Epoch 1/1... Discriminator Loss: 2.7512... Generator Loss: 0.1240 Epoch 1/1... Discriminator Loss: 3.9518... Generator Loss: 0.0398 Epoch 1/1... Discriminator Loss: 4.1600... Generator Loss: 0.0248
Epoch 1/1... Discriminator Loss: 3.2857... Generator Loss: 0.0706 Epoch 1/1... Discriminator Loss: 4.3546... Generator Loss: 0.0222 Epoch 1/1... Discriminator Loss: 2.8771... Generator Loss: 0.1212 Epoch 1/1... Discriminator Loss: 2.9086... Generator Loss: 0.1277 Epoch 1/1... Discriminator Loss: 4.1102... Generator Loss: 0.0277 Epoch 1/1... Discriminator Loss: 2.5868... Generator Loss: 0.1399 Epoch 1/1... Discriminator Loss: 2.4669... Generator Loss: 0.1983 Epoch 1/1... Discriminator Loss: 3.6539... Generator Loss: 0.1018 Epoch 1/1... Discriminator Loss: 2.8054... Generator Loss: 0.1199 Epoch 1/1... Discriminator Loss: 3.4542... Generator Loss: 0.0593
Epoch 1/1... Discriminator Loss: 3.7701... Generator Loss: 0.0530 Epoch 1/1... Discriminator Loss: 2.3897... Generator Loss: 0.1924 Epoch 1/1... Discriminator Loss: 5.2539... Generator Loss: 0.0102 Epoch 1/1... Discriminator Loss: 2.8066... Generator Loss: 0.1032 Epoch 1/1... Discriminator Loss: 2.5353... Generator Loss: 0.1470 Epoch 1/1... Discriminator Loss: 2.8291... Generator Loss: 0.1202 Epoch 1/1... Discriminator Loss: 2.5762... Generator Loss: 0.1380 Epoch 1/1... Discriminator Loss: 3.9483... Generator Loss: 0.0382 Epoch 1/1... Discriminator Loss: 2.7615... Generator Loss: 0.1456 Epoch 1/1... Discriminator Loss: 2.0354... Generator Loss: 0.3085
Epoch 1/1... Discriminator Loss: 3.5547... Generator Loss: 0.0624 Epoch 1/1... Discriminator Loss: 4.2789... Generator Loss: 0.0282 Epoch 1/1... Discriminator Loss: 3.1183... Generator Loss: 0.1076 Epoch 1/1... Discriminator Loss: 4.3446... Generator Loss: 0.0320 Epoch 1/1... Discriminator Loss: 2.2733... Generator Loss: 0.2187 Epoch 1/1... Discriminator Loss: 2.8231... Generator Loss: 0.1615 Epoch 1/1... Discriminator Loss: 4.9897... Generator Loss: 0.0136 Epoch 1/1... Discriminator Loss: 3.4822... Generator Loss: 0.0607 Epoch 1/1... Discriminator Loss: 3.5301... Generator Loss: 0.0624 Epoch 1/1... Discriminator Loss: 2.8197... Generator Loss: 0.1640
Epoch 1/1... Discriminator Loss: 3.1395... Generator Loss: 0.0767 Epoch 1/1... Discriminator Loss: 2.7282... Generator Loss: 0.1166 Epoch 1/1... Discriminator Loss: 2.2182... Generator Loss: 0.2254 Epoch 1/1... Discriminator Loss: 3.1574... Generator Loss: 0.0803 Epoch 1/1... Discriminator Loss: 3.3347... Generator Loss: 0.0840 Epoch 1/1... Discriminator Loss: 5.2420... Generator Loss: 0.0170 Epoch 1/1... Discriminator Loss: 2.6999... Generator Loss: 0.1313 Epoch 1/1... Discriminator Loss: 3.3510... Generator Loss: 0.0851 Epoch 1/1... Discriminator Loss: 2.8846... Generator Loss: 0.1337 Epoch 1/1... Discriminator Loss: 2.7570... Generator Loss: 0.1489
Epoch 1/1... Discriminator Loss: 3.6211... Generator Loss: 0.0634 Epoch 1/1... Discriminator Loss: 3.8576... Generator Loss: 0.0419 Epoch 1/1... Discriminator Loss: 3.7022... Generator Loss: 0.0453 Epoch 1/1... Discriminator Loss: 2.9604... Generator Loss: 0.1161 Epoch 1/1... Discriminator Loss: 3.6313... Generator Loss: 0.0514 Epoch 1/1... Discriminator Loss: 2.9523... Generator Loss: 0.1309 Epoch 1/1... Discriminator Loss: 5.2451... Generator Loss: 0.0106 Epoch 1/1... Discriminator Loss: 3.3945... Generator Loss: 0.0751 Epoch 1/1... Discriminator Loss: 3.9532... Generator Loss: 0.0346 Epoch 1/1... Discriminator Loss: 2.6155... Generator Loss: 0.1276
Epoch 1/1... Discriminator Loss: 2.4396... Generator Loss: 0.1795 Epoch 1/1... Discriminator Loss: 2.0264... Generator Loss: 0.2775 Epoch 1/1... Discriminator Loss: 2.8680... Generator Loss: 0.1226 Epoch 1/1... Discriminator Loss: 5.4450... Generator Loss: 0.0106 Epoch 1/1... Discriminator Loss: 5.1366... Generator Loss: 0.0128 Epoch 1/1... Discriminator Loss: 3.0912... Generator Loss: 0.0832 Epoch 1/1... Discriminator Loss: 3.1494... Generator Loss: 0.0746 Epoch 1/1... Discriminator Loss: 2.7885... Generator Loss: 0.1184 Epoch 1/1... Discriminator Loss: 2.3710... Generator Loss: 0.2058 Epoch 1/1... Discriminator Loss: 3.9877... Generator Loss: 0.0382
Epoch 1/1... Discriminator Loss: 4.3554... Generator Loss: 0.0227 Epoch 1/1... Discriminator Loss: 3.0789... Generator Loss: 0.0803 Epoch 1/1... Discriminator Loss: 2.1398... Generator Loss: 0.2315 Epoch 1/1... Discriminator Loss: 4.3111... Generator Loss: 0.0214 Epoch 1/1... Discriminator Loss: 3.7438... Generator Loss: 0.0437 Epoch 1/1... Discriminator Loss: 4.0672... Generator Loss: 0.0609 Epoch 1/1... Discriminator Loss: 3.9575... Generator Loss: 0.0398 Epoch 1/1... Discriminator Loss: 3.1471... Generator Loss: 0.0684 Epoch 1/1... Discriminator Loss: 2.9316... Generator Loss: 0.0892 Epoch 1/1... Discriminator Loss: 3.7621... Generator Loss: 0.0450
Epoch 1/1... Discriminator Loss: 3.9515... Generator Loss: 0.0424 Epoch 1/1... Discriminator Loss: 3.4490... Generator Loss: 0.0649 Epoch 1/1... Discriminator Loss: 5.8693... Generator Loss: 0.0050 Epoch 1/1... Discriminator Loss: 3.6994... Generator Loss: 0.0429 Epoch 1/1... Discriminator Loss: 4.6530... Generator Loss: 0.0172 Epoch 1/1... Discriminator Loss: 3.3780... Generator Loss: 0.0606 Epoch 1/1... Discriminator Loss: 2.7395... Generator Loss: 0.1136 Epoch 1/1... Discriminator Loss: 5.0005... Generator Loss: 0.0112 Epoch 1/1... Discriminator Loss: 3.2793... Generator Loss: 0.1181 Epoch 1/1... Discriminator Loss: 2.1374... Generator Loss: 0.2493
Epoch 1/1... Discriminator Loss: 4.0216... Generator Loss: 0.0347 Epoch 1/1... Discriminator Loss: 2.8472... Generator Loss: 0.1565 Epoch 1/1... Discriminator Loss: 4.2001... Generator Loss: 0.0313 Epoch 1/1... Discriminator Loss: 3.0522... Generator Loss: 0.1226 Epoch 1/1... Discriminator Loss: 2.6761... Generator Loss: 0.1432 Epoch 1/1... Discriminator Loss: 2.6831... Generator Loss: 0.1593
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.